{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 2: Nonlinear convection in 2D\n",
    "\n",
    "Following the initial convection tutorial with a single state variable $u$, we will now look at non-linear convection (step 6 in the original). This brings one new crucial challenge: computing a pair of coupled equations and thus updating two time-dependent variables $u$ and $v$.\n",
    "\n",
    "The full set of coupled equations is now\n",
    "\n",
    "\\begin{aligned}\n",
    "\\frac{\\partial u}{\\partial t} + u \\frac{\\partial u}{\\partial x} + v \\frac{\\partial u}{\\partial y} = 0 \\\\\n",
    "\\\\\n",
    "\\frac{\\partial v}{\\partial t} + u \\frac{\\partial v}{\\partial x} + v \\frac{\\partial v}{\\partial y} = 0\\\\\n",
    "\\end{aligned}\n",
    "\n",
    "and rearranging the discretized version gives us an expression for the update of both variables\n",
    "\n",
    "\\begin{aligned}\n",
    "u_{i,j}^{n+1} &= u_{i,j}^n - u_{i,j} \\frac{\\Delta t}{\\Delta x} (u_{i,j}^n-u_{i-1,j}^n) - v_{i,j}^n \\frac{\\Delta t}{\\Delta y} (u_{i,j}^n-u_{i,j-1}^n) \\\\\n",
    "\\\\\n",
    "v_{i,j}^{n+1} &= v_{i,j}^n - u_{i,j} \\frac{\\Delta t}{\\Delta x} (v_{i,j}^n-v_{i-1,j}^n) - v_{i,j}^n \\frac{\\Delta t}{\\Delta y} (v_{i,j}^n-v_{i,j-1}^n)\n",
    "\\end{aligned}\n",
    "\n",
    "So, for starters we will re-create the original example run in pure NumPy array notation, before demonstrating \n",
    "the Devito version. Let's start again with some utilities and parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from examples.cfd import plot_field, init_hat\n",
    "import numpy as np\n",
    "import sympy\n",
    "%matplotlib inline\n",
    "\n",
    "# Some variable declarations\n",
    "nx = 101\n",
    "ny = 101\n",
    "nt = 80\n",
    "c = 1.\n",
    "dx = 2. / (nx - 1)\n",
    "dy = 2. / (ny - 1)\n",
    "sigma = .2\n",
    "dt = sigma * dx"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's re-create the initial setup with a 2D \"hat function\", but this time for two state variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "\n",
    "# Allocate fields and assign initial conditions\n",
    "u = np.empty((nx, ny))\n",
    "v = np.empty((nx, ny))\n",
    "\n",
    "init_hat(field=u, dx=dx, dy=dy, value=2.)\n",
    "init_hat(field=v, dx=dx, dy=dy, value=2.)\n",
    "\n",
    "plot_field(u)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can create the two stencil expression for our two coupled equations according to the discretized equation above. We again use some simple Dirichlet boundary conditions to keep the values on all sides constant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2gAAAIkCAYAAABr+wieAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvVmMJNd97vlFRu61dm1d1V3d1UU2m2STvbC7SYurF1zAoDG6MIw7sMYPsmGMYL3IK/RgYWDgAgZsSw9+sWFcwDYEX8sYYIxrwwZ8gQtoIMmSRcmURdoUNVwqM2vfK5fKiFxim4fiiY7cI3KJE3Hy/wMa3Z2VWXEiMzLifPH9/9+RLMsCQRAEQRAEQRAEwZ8I7wEQBEEQBEEQBEEQF5BAIwiCIAiCIAiCCAgk0AiCIAiCIAiCIAICCTSCIAiCIAiCIIiAQAKNIAiCIAiCIAgiIJBAIwiCIAiCIAiCCAgk0AiCIAiCIAiCIAICCTSCIAiCIAiCIIiAQAKNIAiCIAiCIAgiIEQ9PNca2SgIgiAIgiAIgiDER+r1BHLQCIIgCIIgCIIgAgIJNIIgCIIgCIIgiIBAAo0gCIIgCIIgCCIgkEAjCIIgCIIgCIIICCTQCIIgCIIgCIIgAgIJNIIgCIIgCIIgiIBAAo0gCIIgCIIgCCIgkEAjCIIgCIIgCIIICCTQCIIgCIIgCIIgAgIJNIIgCIIgCIIgiIBAAo0gCIIgCIIgCCIgkEAjCIIgCIIgCIIICCTQCIIgCIIgCIIgAgIJNIIgCIIgCIIgiIBAAo0gCIIgCIIgCCIgkEAjCIIgCIIgCIIICCTQCIIgCIIgCIIgAgIJNIIgCIIgCIIgiIBAAo0gCIIgCIIgCCIgkEAjCIIgCIIgCIIICCTQCIIgCIIgCIIgAgIJNIIgCIIgCIIgiIBAAo0gCIIgCIIgCCIgkEAjCIIgCIIgCIIICCTQCIIgCIIgCIIgAgIJNIIgCIIgCIIgiIBAAo0gCIIgCIIgCCIgkEAjCIIgCIIgCIIICCTQCIIgCIIgCIIgAgIJNIIgCIIgCIIgiIBAAo0gCIIgCIIgCCIgkEAjCIIgCIIgCIIICFHeAyAIgiA6Y1kWDMOAruuIRCL2H0mSIEkS7+ERBEEQBDFkSKARBEEEENM0YRiGLc5qtRoikYuiB0mSbKEWjUZtweYUbwRBEARBhBPJsiy3z3X9RIIgCMI7lmXBsizoug7DMGBZFiRJgmma0DTNFmjseezPzs4OkskklpaWIEkSZFlGJBKx/ybhRhAEQRCBoefFmBw0giAIzliWZTtm+/v7ODk5we3bt21RZZomANgCq1loqapqlzxalgVN08Buvjlfw0RbO+FG4o0gCIIgggEJNIIgCE4wYabrOkzTtN0zRVFst8wNTJi1e43TaWMi0Cne2J92wo1cN4IgCILwHxJoBEEQPuMM/nCKJSaKmkvPe4kkJtA6/azd69nzmXjTNK3Feesl3Ei8EQRBEMTwIYFGEAThE87gD9M0GxwsRjuB1otuAq3ba5x/O3G6brquQ9O0hudRSAlBEARBjA4SaARBECOkU/BHJyHTTmwN4qD1gxvXjYnNer3eIPYopIQgCIIgBoMEGkEQxAho11/WTZgxOomtfl4zbDq5bu3KJSmkhCAIgiD6gwQaQRDEEGH9ZayMkYV3uBUhztRGt/gl0Lpt3/m3EzchJbVaDbIsY2JigkJKCIIgiLGHBBpBEMQQ6Bb84YV+e9C8ijq/cFMuubm5iWg0ivX1dQopIQiCIMYeEmgEQRAD4Cxj7BT84YV+Az94Omj90Fz6yAJHAAopIQiCIMYbEmgEQRAecZbrGYZhPz4McTAuAq0Z5/gppIQgCIIYZ0igEQRBuKRd8AcrYRzW5H8cBZrb945CSgiCIIhxgAQaQRBED4bVX+aGMIaEDINBxj9oSEmvXjeCIAiC8BMSaARBEB1wljE2T+pHhV8LVY8LbsolmevW7LxRSAlBEATBAxJoBEEQDpzhFKenp9jb28Pt27d9m5BTiaO/2+zlulFICUEQBOE3JNAIgiDQPvhD0zQUCoWRlDJ2gkoc+eM1pAQAPvzwQ9y8eROxWIxCSgiCIIiBIIFGEMRY0y34Q5Zl39cX69dBI0ZPJ9dN13UcHh7iySefpJASgiAIYmBIoBEEMZa4Cf7opx9sUNj2LcvylG4YJAfKKyKMH4AtwJxQSAlBEAThFRJoBEGMFc4yxl4LS0ciES4OGuBdoPk9zmETZoHWDQopIQiCILxCAo0gCOFxBj4wB4O5Zd0muTycHTYe0zRd976F3YESBS+CiUJKCIIgiE6QQCMIQliagz/cCjMGDwfNWeLolrALtLALimG/915DSpxij7luFFJCEAQRXkigEQQhHKy/jJUxsuAPr2VhvEscm+lU9ijCxDvMAtMvOrlu7colKaSEIAgivJBAIwhCGNwEf3iBZ4njODloxGC4LZekkBKCIIhwQAKNIIjQ4yX4wwssxdFLYMegOHvQvLwmzAIt7ONnBFHMeAkp+ed//mfcuXMH6XSaQkoIgiA4QgKNIIhQMmh/mRuY82aaZkt8+qhgE19y0MJDGN/7dq6bruuIRqOIRqMUUkIQBMEREmgEQYSKTgtLj+KOfj/lhsParnObvfYr7AKNJvTBgN3koJASgiAIvpBAIwgiFDT3lzFh1m9/mRucDpqftBNcQVsOYNiEffwi0KuUl0JKCIIg/IEEGkEQgcY0TZimid3dXUxMTGBiYmKg4A8vBEmgDfP5xGgIs8hoFlReoJASgiCI4UICjSCIwNFuYenNzU2srq5iamrKt3HwLHEct5CQMBPm976ZUZQJuw0paXbeKKSEIIhxhQQaQRCBoTn4g8EmZX47WWzbPBarHjcHLezjDzuDOGj94NZ1o5ASgiDGERJoBEFwp1PwB/B4AjdOAo1KHAm/8VugdWOQkBJ2DpmcnKSQEoIgQgsJNIIguOFlYWleAo3XYtXjVuIY5vEzwiwAwvD+uwkpOTs7w+7uLu7du9fyGgopIQgiLJBAIwjCd5rXLwM63zVnkIM2vOcTw0WE9z5IDppXmoVbJBJBLBYDQCElBEGEExJoBEH4Qrvgj25rLjUjyzI3B4160EYLTYL5E2aB5sRZHg1QSAlBEOGEBBpBECOlOfiDCTOvd6d5Omi8F6ru9Jibn4WFsI8/7Igi0EzTdLUPFFJCEESQIYFGEMRIYP1lhmE0BH/0e+eZh5MF8CtxHKceNFEQYWIe9n1odtD6YZCQEua6sX43KpckCKIfSKARBDFUvAR/eEGWZWiaNowheiIoDtownx80wj5xDfN7z2A3BML+Wbh10PrBTUgJK5dsdiQppIQgCC+QQCMIYig4yxjZJGmYEw+eKY5h6EEDYJePhhERRE7YCeux42QYDppX3JZLUkgJQRBuIYFGEETfdAr+GMXEglIcuz8fCLdAE4Ewv/eiHDujdND6od+QEl3XUSwWsby8TCElBDGGkEAjCMIznRaWHuWkYdwEmtceNCC8LlTYJ5phfd+diCLQeDho/dDLdVMUBR9//DEWFhYopIQgxhASaARBuKa5v4xNhvyYEI3TQtWdShw7TaLDLtCAcI9dBER5/03TDIVA6wY75zABxqCQEoIYH0igEQTRE6cwe/fdd7GysoKlpSVfJ0Lj5qD1W+JIEP1ADlqwaCc0KaSEIMYHEmgEQbTF2V9mmqbd21Gr1aDruu8X9EgkAsMwfN0mwCckZNwEmgiTw7DvgygCzTRNyLLMexgD42U/KKSEIMSDBBpBEA00LyzNYBdrWZa5CKVxX6i61/OB8Ao0gMbOG5EEmqgOWj/0G1LiRriJcLwQRFAhgUYQBIDOwR9A451ZWZbHptSQ13b7de3CKhRoohcMRPgcSGi6w63rpus6hZQQBAdIoBHEmON1YWlepYYUEtIZdjc7rAINCK+4FIWgxdP3iyg9aIZhcNsPN64bhZQQxGghgUYQY4qzjLG5rKUb5KCNnmax5eZzCbtACzsiTD5F2AcqcRwd/YaUFItFWJaF+fl5CikhCJeQQCOIMaLTwtJeLpC8HLRxEob9lDiGWaDR5Iw/opQGirIfQRRonehVLnl2dgbDMHDp0iUKKSEIl5BAI4gxoFfwhxfGLSQkDCmO/b4mSNDY+SLCPgDhEjbdEGU/2PkzGo02pFJSSAlBdIcEGkEIjNvgDy9EIhHU6/VhDtP1dnk5aJqm+b7N5gkzlTgSo0Qk50mU/RBhuQDgop8uHo83PEYhJQTRHRJoBCEgXoM/vMC71NDviWQQShwLhQKy2SxM08Tk5CQmJiaQTqeRTqcbPtOwCjQSl/wRRaCJEhIiioMGXAg0L2LTa0iJ8zUUUkKIAgk0ghAIZxkju5M87FIQnimOgP8TSV4ljoZh4Pj4GNlsFsViEVevXoUsy6hUKjg5OYGqqjBNE6lUCul0GoZh4OTkBAAwMTEhzN33sBD2yZ8oAk0UB80wDESjYkzRhuUG9htSwv5moo1CSogwIMa3nyDGmE7BH6O6Y8jTQQP8v7Ps90LVpmmiXC4jn8/j+PgYa2treOGFFwA0Rm9bloVqtQpVVaEoCs7OznB8fIydnR3ouo5kMol0Oo2JiQn7TzqdRiwW821fxgUR3D9RBBo5aMHDq4PmFbflkuwGJoWUEGGABBpBhJR2/WWjFGYM3g6a3+LQrxJHwzCwu7uLbDYLTdMwMTGBl156yZ7YNPfBSZKEVCqFVCqF+fl57Ozs4NatW5idnYWmaVAUxf5zeHgIRVFQr9cRj8cbhBv7dzwe5zYZoRJH/ogi0ERx0EigDQc35ZIUUkIEERJoBBEymFum67r9fz8vGEFw0Pxk1OJB0zRsb28jl8shHo/jqaeeQqVSQblcbpjU9PpsmdMnSRLi8Tji8TguXbrUsi3muCmKgtPTU2xtbaFarSIajTYINvbvZDJJE5ExQYTPmRy04MFz0e1O9BtSUq1WUSqVsLKyQiElxEghgUYQIcEZ/LG3t4ft7W38xE/8hO8XPl4OGhOgfm97VA5arVZDLpfD9vY2pqamcOfOHSwsLECSJDsQxCu9hGQsFsPMzAxmZmYaHjcMo0G4FQoF7O3toVKpQJKktsItlUoN7dgTYUIT9n0QxcEUyUETpY+Up4PWD91cN1VVsbOzg8uXL1NICTFSSKARRMBxljGyyUc0GoVhGFxO+LwcNIBPouKwt6koCnK5HHZ3dzE/P4+HDx+2OF3tXLtRxuzLsoypqSlMTU01PG6aJlRVtcVbuVzG0dERVFWFZVm2aHOKt1Qq1ddkLMwCIcxjZ4hS4kgOWvAIm0DrBLtB6GZNNwopIQaFBBpBBJBeC0vzWiyajYHntsNa4lgqlZDJZHB0dITl5WW8/PLLLYKI0U8wyShKMSORCCYnJzE5OdnwuGVZqFQqDa7b2dkZFEWBYRhIpVJtXTdRUulERBSBJpKDJopAE80NbD6PUUgJMQroakkQAcLtwtI8BRo5aO6xLAtnZ2fIZDLI5/NYXV3F66+/jlQq1fV1/YgtP4M2JEmy12FbWFiwH7csC7VaDYqi2OJtb28PqqpC0zQkEokW4TYxMUGTkAAgikATxUELYt9WP7BrmigCTdf1oa/pRiElRDtIoBFEAPC6sDRvkTRuDprXbVqWhaOjI2QyGaiqiuvXr+PevXuIx+N9b5NdyLu9hnepnSRJSCaTSCaTmJ+fb/hZvV5vEG6sVLJWq0GWZViWhQ8++KBBvPFMlvRKWMbZCVEEGjlowYJdK0QRaMNan67fkBL2GibUKKREXEigEQRHnGWMzXfOuiHLsp3i6DdMHPKY0PEQpl7KDU3TxN7eHrLZLHRdx/r6OlZXVz1f0IPuoPVDp2RJZ+iNLMs4OzvD9vY2qtUqZFluWQ5gYmIicMmSQX7f3SKCQGOfgwjCRhTXiQk0ET4TwJ9+OjeuG5s7UEiJuJBAIwif6bSwtJeSBeY48LjL6oy793sCEdQSR13XsbOzg1wuB1mWsb6+jitXrvT92QSlB80PotGovYD2zZs37cedyZKqqqJUKmF/f99OluwUUCLKRJAHYZ/Ase+pCMeASA5at2qQsKHres8S9VHRyXWjkBIxIYFGED7RK/jDC0wY8biIO7ftt0Drp9xwULqJpXq9js3NTWxtbSGdTuPZZ5/F0tLSwBc7ER20XjSPvVuyZKVSaSiXPD4+tpMlWUCJU7yl02kh3IhRIkJpYPOkNMyIJNBE+u7puh64sKNBQkpUVYVpmrh06RKFlASMYB1lBCEgboM/vMAueMOqh/cCG7thGIjFYr5um0eJYztRWKlUkMvlsLOzg9nZWdy/fx9zc3NDu5iNm0Dz8r5FIhFbgDmxLAvVarVBuJ2dnUFVVei6jmQy2bZccljfHxEmMmHfB/Y9Dft+8KqOGAWilGoywiY4e5VLHh0dQdM0TE5Odgwp+fM//3O88cYbePjwoa9jH3dIoBHEiPAa/OEFdmeLR1gH2zaPkBLeJY7n5+fIZrM4ODjA0tISXnrppZZFn4dBu/d3lOugBYFBxy5JElKpVEv5kWVZdkAJE28HBwdQFAWapiEej7cVbrFYzPVEP8zvO0OkfQi7sBGpVDNsgqYXQXTQ+oGd2wzDQDweb9in5pCSv/zLv8T169dJoPlM+I8ygggYzjJGVjY0ihrvcVwLjZdAMwwDP/jBD3B6eoorV67g1VdfbXFwhr3NcXLQRokkSUgkEkgkEpibm2v4maZpDcLt5OQEm5ubqNVqiMViLeu4TUxMIJFIhN6haYcIISHO822YEU2gibAfDBEFZzKZbHjM+R2yLAvFYrEl3IkYPSTQCGIIdAr+GGUN9ziuheanQLMsCycnJ/j4448BAJOTk3juuedaLmajoJ3YEtlB4zWhjsVimJ2dxezsbMPjuq43LMKdz+exs7ODSqUCWZZbhBsrXQ4zIgg0EfYBEE+giSZoRHDQGG72p1AokEDjgDhHGUFwoDn4ww9hxiAHbTSYpomDgwNks1nUajWsrq6iWCziqaee8m3C1KmEtNsxFfaJaZAETjQaxfT0NKanpxseNwzDDihRFAXn5+c4ODiwA0q+//3vt4i3dDodiom2COJGpL4tUZIPRRNoou1PL4FmGAbOz89JoHGABBpB9AHrL2NljCz4w8/yGnLQhothGNjd3UU2mwUArK+v4+rVqzAMA5lMxtfJX78hIbwWLx8XZFnG5OQkJicnGx7P5/N47733sL6+bou3k5MTOyEtlUq1LZcM0kRPBIEmwj4A4ghNQCxBw6774+SgFYtFACCBxgFxjjKC8AFn8Ecmk0GlUsFzzz3H5WI6rg7asLeraRq2trawubmJRCKBW7du4fLly/Zn6lxjxi/GrQctzGMHHof/LC4uYnFx0X6cJUs6yyULhQIURbF7P5zCjYk3v9NR2VjDLm5EETai7AcglkBj1x5R9ge4uP51E2iFQgHRaLTlphQxekigEYQLOgV/6LrObVJDDtpgVKtVew2z6elp3LlzBwsLCy2fp3Nhbr8Yt5h9UXEmS87Pz9uPs8VkmWhTFAWHh4dQFAX1eh3xeLyt4xaPx0d6vhFBoIV9HwCxgjVEitln19txctAKhQJmZmaEOR7DhDhHGUEMmV7BH9FolJtAAsbXQdN1faDfoSgKstks9vb2sLCwgEePHnUt33CmWflFP+WKJND44dV9kiQJ8Xgc8Xi85djTNK3BcTs9PcXW1haq1Sqi0WjLcgDpdBrJZHJgYSKCg+ZcYzLMiOagibIvuq4LtXizaZowTbOrY18oFFpClAh/IIFGEE10Wli6ub8sGo0OLBYGgZdIAsLpoBWLRWSzWRwdHWF5eRmvvPKKq7IN9rmHwUELKyQuHxOLxTAzM9Oyvp5hGC2lknt7e6hUKpAkqa1wS6VSrifHIgg0URw00VynRCLBexhDQcT+M6C7I1gsFjE7OyvE9ypsiHOkEcSANC8szYRZpwkOTweL9/bDkuJoWRbOzs6QyWRQKBSwurqK119/vWUx42Fvd1DGrQeN6I0sy5iamsLU1FTD46ZpQlVVW7yVy2UcHR3ZyZJMtDnFWyqVahEAIhw75KAFD5F60HRdF2ZfgMeOYLdjLZ/Pt9wsIvyBBBox9jCbnwkz4HHTfzfGWaAF3UGzLAuHh4d2kMva2hru3buHeDze93b9LnFkNwnc3rkMs0Cju7P9E4lE2iZLWpaFSqXSUi6pqioMw0AqlWoQbqz3LcyI4AICYpUFiuYGiuag9dofWqSaH+IcaQThAWd/GRNorJTN7QWed4kjOWitmKaJvb09Oxb/xo0bWF1dHfiiyqPEEfA24Qx7zH5YxSUQTGEgSZK9DtvCwoL9uGVZqNVqUBTFFm97e3solUo4PT3FwcFBi+M2MTHBJVnSK6I4T6LsB0AOWpDpleAIPC5xJPyHBBoxVjQvLM3op/E3CA5arVbjtu0gOWi6rmN7exu5XA7RaBRPPvkkVlZWhjbJ8bvEsZ9gkjA7aIR/SJKEZDKJZDLZkCz53nvvIZ1O49KlS7ZwY6WStVoNsVisJVXSj2RJL4jUg0YCLXiMo4OWz+cbbvAQ/iHOkUYQXegU/AH0X17FBBqvu+e8RBIwnDTFfmje53q9js3NTWxubmJiYgK3b9/G0tLS0D8Pv92p5jXY3BBmB02ESXXYsSwL0WgUly5dailp0nXdLpNUVRVnZ2fY3t5GtVqFLMtthdswkiX72QcRhI1oAk2UfRHNQdN1vaczXiqVcPPmTZ9GRDghgUYITXPwB+Cuv8wN0WjUFn48Ttq8e9Dq9brv22VOlqqqyOVy2NnZwdzcHB48eIBLly6NbELIowcN8C7QwkzY3T8R3v9O+xCNRnsmS6qqilKphP39fTtZslNAyagm7OSgBQ9y0IKLGweNYvb5Ic6RRhAOnGWMTmE2zIs3u+jwugCNYw9arVaDqqr49re/jcuXL+NTn/oUpqenR75dKnEcLWGfVIf1fW+mnzLvTsmSlUqloc/t+PjYTpZkASVO8ZZOpwc+j4rkoIkkakTZFxEdNDcCbW5uzqcREU5IoBHC0Glh6WELMwbrW9N1nUv6GW8HzU/Bks/nkclkcHJyAlmW8dprryGdTvu2fb/FDztevbzHYRZogDgiJ6wMs1Q7EonYAqx5G9VqtUG4nZ2dQVEUGIaBZDLZtlzSrWtBDlrwEE1sirKmG9BboFmWhVKpRDH7nCCBRoSe5uAPNtHoJ/jDC5IkcRdJIjtolmXh+PgYmUwG5XIZ169fx7Vr1/D+++/7Ks4ActAI8fHj2JEkCalUqmUdQsuyUK/XG/rcDg4OoCgKNE1DPB5vK9xisVjDOV4kB02EUjrWYiCKQBPNQdM0DclksutzyEHjR/jPAMTYwk7+hmE0BH+MyjFrhyzL3KL2eYvDUQkW0zRxcHCATCYDTdOwtraGhw8fIhaLoVgsBio9clSwY7jdpLmT0xFmgSaC6xH2feC5VIAkSUgkEkgkEi2TQU3TGoTbyckJNjc37WRJp2BTFMX+HoT58zAMI/Rr0gGPKwBEETXj1oNmWRatg8YRcY40YmxgwqxYLGJvbw83b94cWvCHV6LRKDloQ8IwDOzs7CCbzSISiWB9fR1XrlxpuLjz6n3jIX68pjKGWaAB4S5xDPPYGUEVNbFYDLOzsy1BBbquNyzCnc/nUSgUoOs6Tk5OGoQb+3cqlQrkPjYjSokjO1eLsC+AeA5arxRH5mCTQOMDCTQiNDjLGE3TRL1ex+7uLm7dusVtTLxdLBEcNE3TsLW1hVwuh1QqhaeffhrLy8ttJ1J+O1k8t+tVcIVdoBF8CapA60Q0GsX09HRDSNCHH34IALhy5Yot3M7Pz3FwcABVVRsW73aKt3Q6HSgRIUrflmgCbdwctEKhAACU4sgJcY40Qkg6BX9EIhHE43Fu5YWMIJQ48phYDcPJqlaryOVy2N7exszMDO7du4f5+fmu+8Li7v3eZx4CzWu0f5gFWpiEgagEUaCllBcQgbvJvQkTlvV/IxqNYnJyEpOTk40/N007oIT9OTk5gaqqME0TqVSqrevGQyiJ5KDJshy446pfRHTQugm0YrGIqakpoURpmKB3nQgknRaWdvaX8V4oGuBf4gjwuds6iINWLpeRzWaxv7+PxcVFvPjii67v0LFJi9/7zKvE0bnNXsd4mAUaEP4ywbBPQoMg0KLlu4hJMgzr4twSkXpPUUw8Pg/dX/0MDMtEHe+2PC8Sidhu2eLiov04S5Z0lksWCgUoigJd1+1kyWbx1muB30EQRaCJ4gQyxs1By+fzmJmZ4X5eGFfEOdIIIWheWLpb8Ac7sfA8afIuMwT4rDPTj4NWLBaRyWRwfHyMlZUVvPLKKy13uXvBS5TyKnFs3ma3C2XYBVqYEeV953ajq3wXEUgAJFucxXqIM6cwcyJLEaSUF1CZ+KGrbTuTJefn5+3HWbKkU7gdHh5CURTU63XE4/EG0caEWzweH/h9NAxDCIEmyn4A4iVSslaRXg7a7OwsCTROkEAjAkGzMAPQM/iDnVjcLLY4KqLRKLcSR/be8BCIbh00y7JwenqKTCaDYrGIa9eu4Y033ugZ7dsJp4PmJ9SDNlpoAsAfHg5atHwXAD4RZ4AJy/6/Zj0+r8qS90m+F5HWDmeyZHNIgqZpDcLt9PQUW1tbqFariEajbR23ZDLp+v0VxUETTdAAEMZBY/OWXj1o1H/GDzGONCK0OMsY2SKjbmPy2TpkPPvQeDpoTMDy2D4TLJ0mdZZl4fDwEJlMBpVKBWtra7h///7A0dH9LOA8DHiIn3HqQQPEcaHCip8CzTi/jYQUhQkTEURsYQY8FmuMZnHGHLZOP2eUzRpS5XuoT7aWOw5KLBbDzMxMywK+hmG0lEru7e2hUqlAkqS2wi2VSrWIMRJowYPNM0TaH1mWux5nJND4QgKN8J3mhaUZ/SwszdPBAi5O1vV6nev2eTloQGupoWma2N3dRTabhWmaWF9fx9WrV4d215GJUnLQBn8+MVzC7gL6cewY57cBADEpYoszJ73EWdvf+YlgY89Vzbot+CqWhkLxFuZnPhx47G6QZRlTU1OYmppqeNw0Taiqaou3crmMo6MjqKoKy7Js0cb+1nUACL4nAAAgAElEQVQ99McTIJZAEzHwpNd1mZU4EnwggUb4RqfgD6D/yQ1vgRaNRlGpVLhtf5QLRnfDWV7JXMytrS1sbm4iFovhySefxMrKykjuAvMSaH4L4XFaBy3sk56wvu9ORu2gGee3YcBCUnLc0HH0kTU7aQBgWo3fORMmomg/4S+bNVvgRSDZv2tFToHfLbQLIpFI22RJy7JQqVRayiU1TcMPf/hDpFKptq5bWMrsRBJo45bgCJCDxptwfMuJUNNPf5lbxrnEkW2fx/6zCxWLyt/a2sLk5CSee+45LC4ujnSiFwY3i8c2wyzQADFETpgZpUCrnz8LAEhKMjQ7BOTx+d9NlD4Tczo+6QXqINSa2TcqmO/9NC4412VbWFiwH//GN76Bu3fvwrIsW7zt7e1BVVVomoZEItGyHMDExMRIkyX7QSSBJlqCo6ZpPfenVCrhqaee8mlERDPiHG1E4HCWMTqF2TAnAbwdtCAIRB4OGnMN33rrLczPz+Phw4ctjfSjYlxKHMepBy3sDpoIjEKgKaWnbSEmQ2orztzQLrHRKdQqlvbJ86wWF202Er5pjmVZbZMlAaBer0NRFFu4sVLJWq2GWCzWVrgNI1myH0TppQPG10Fr7rMk/CN8Zy4i0HRaWHrYwozBW6DxXAcN8N/BK5VKyGazODw8hCRJuHv3LpaXl33bPhCcyHs/ttksuLqJsDALNEYQ1uLql7COmzHs9/689DQSUgSaZTaUNTJxVv2kfFGGBHSIzG9+TTtKVg2xHg7cqY99aIPSXP7fTDweRzweb7khpuu6XSapqirOzs6wvb2NarUKWZbbCjcvyZL9QA5acHEr0Py68Uq0Is7RRnBlmMEfXhg3gcRj+5ZlIZ/PI5PJ4OzsDKurq3jttdfw1ltv9R2XPwhhcLOGwTiVOIZd3IjAMAXaeelpRADbMQMeCzID3o/RTs6barXenGvnooUJdm7z6jxFo9GeyZKqqqJUKmF/f99OlmwOKJmYmGibLNkPhmEEruyyX0R00Hp9NhQSwhcSaMRAjCL4wwtBcNB4lziOSqBZloXj42NkMhmUy2Vcv34dd+7cQSKRsLfNK6DEb1EcBtcuzAIt7Ijyvg/jnM3EmRMmzpoFlgxv2+sk1DSYXV20MJU5su/8sMRAt2TJSqXS4LodHx/byZIsoMQp3tLptKdxGYbB5SbeKBDRQeu27I1lWSgUCpibm/NxVIQTcY42wldGGfzhhSD0gInmoJmmif39fWSzWWiahhs3buDRo0ctFyfea7D5Ca2D5g9hLnEMO8N470+LtwAASUmCBguxLgLMqzhzolkmtC5lkWF20di5bdTfg0gkYgswJ5ZloVqtNvS5nZ2dQVEUW3C1K5dsJ16al2EJMyI6aOl0uutzSqUSlThyhAQa4QlnGeOPfvQjJBIJ3Lx5k9ukKhqNolqtctk2IJZA1HUdOzs7yOVyiEQi9hpmnUQ3TwdtHEJCqMQxXIR9HwYVaEycyRKgtRFETterZpldu8acPWvtUG1H7vF4O7loTJwZ57chT73f9fcGARaswet4kiTJDihxYlmWHVDCxNvBwQEURYGmaYjH47ZYY+JN0zRhRI1oDlqvFEdN01Aul6nEkSPiHG3EyOgU/BGJRLgvqMm7xDAajdplnjzSqoYh0Or1ur2GWSqVwjPPPIPLly/3/FzHyUELQomjoijY2tpCNBrF5ORkS5N/mAUaI6zjD+u4nQyyD6fFW9AgISk9/h3MPat+8nsb1zzrTtUy7Gene4i1TnysA8YnW3oqyq/KwSuGYQQy+VCSJCQSCSQSiZayN03TWkolFUVBrVbD+fk59vf3W1y3RCIRqpsauq7b5f0i0CskpFgsAgCVOHKEBBrRkebgD6cwkyQJsViMq3sF8Bdo7O4gr4uqLMuo1Wp9vbZSqSCXy2FnZwezs7O4f/8+5ubmXF80yUEbLUxwnZ+fY2NjA0dHR1hYWIBlWTg4OEClUkEkErEnPLFYzO4rGXU6GyEe/TpoTJw5qVpSQxhIfIBjkbllTKipjsWrNctq66Jl9MbtFcyLa0RQ10NzEsZo+lgshtnZ2Ra35Xvf+x6Wl5cRj8ehKAry+Tx2dnZQqVQgy3LLAtwsoCSI5y7RHLReAq1QKCAej7c4qYR/iHO0EUOD9Zc5ExmZKHOeOGOxGMrlMq9hAghGiiPgLhFpVNv3uv/lchnZbBb7+/tYXFzESy+91NdaJ+PkoPFwp1jJ6UcffYSrV6/itddeQzQatSdwpmnaPSKKoqBYLMI0Tbz11lsNwo25bel0OrDCLYhjGjf6EWjbhWdsgZSULFSti3/HBuz5avftVi3DlZvWLM7CRhgFWidM08TU1FSLC2MYRkNAyfn5OQ4ODqCqasPi3U7xlk6nub4vIvagdZuz5PN5zM7OCnMshhESaIRNu+CPbrXwvN2rIIxBkiSuQSFeRFKhUEAmk8HJyQmuXLmCV199taVB3AvkoI2GfD6PjY0NnJ2dYWZmBi+++CKSySQsy4KmaQ1jmpycxOTkJABAVVV873vfw0/+5E+2CLe9vT3bcXP2ibA/QSk3CnOpYBDev35xBj255UKcPf68mDhrptk9G2S6d2bqSDb9PqeLltNjkHusqRZ0RArW6LQOmizLDecuhmmadkAJ+3NycgJFUexkyXaumx/vl0gOGmtZ6VXiSP1nfBHjaCMGwhmTb5qm64Wlo9Fow4SRB7wFGhsDL4HWa9uWZeHk5ATZbBbFYhHXrl3DG2+8MZTo43Fz0Ea5TcuycHp6io2NDZRKJaytrSEajdp9Zm7HyJa56DT5aSfcVFVtWMg2iMIt6IRZWALeBZpTnFWtCJLS4+/GKNwzJ1XL6irSDERCLdJEc9C8iCfm/KfTaSwuLtqPs2RJ5/mrUChAURToum4nSzaLt2FWtYjkoLElkXqVOM7MzND5nyMk0MaUYSwsHYvFuIsj3imKvMfQSSSZponDw0NkMhnUajWsra3hhRdeGOoFi5eDxmO7o1qomq01t7GxAVVVsba2hgcPHiAWi+G9997ztE02qetUqtZJuLFyo3K5bE98dnd37T4RP4QbTQL44kWgZfK3AUTsHjOnOGumZkmIO36l0nQ4y5/8jrSL7VZ7fBdyeudz27GZwGKkv15dvwlqSEg/dHLQvOJMlpyff9xJyJIlncLt8PAQiqKgXq8jHo83iDYm3OLxuOdzjkgOGpuv9HLQKGKfL2IcbYRrhrmwdFDcK+b88bqo8SxxbN62YRjY3d1FLpeDZVl2VP4o7vzxdNDCvlC1ZVk4PDzExsYGarUa1tfXce3atYYLZj/roLHf7eW73KncyDCMljvWTLhFo9GGHrd0Oo3Jycm+Jj5Owu5EhZ1en92FOAMiUvvPyemeqVYEMiycO742kQ6/Xv3kczc+CRuZ6HEINbtoOT2JWBuhKMO0kxyBi0CT+ZkPu/9yzojioLH5xShdJ2eyZLOY0DSt4fx1enqKra0tVKtVuzqh2XHr1qMrkoPGlj/o9n1nDhrBDxJoY8IoFpYOSokjcHHyjMfj3MbAS6gygaZpGra3t5HL5RCPx3Hz5k0sLy+P9EIvyzKXzz8Sifi+3WGFhJimiYODA2xsbMAwDKyvr2N1dbXthb/fbQ5L5MiyjKmpKUxNTTU83izcnMlsbOLT/GdQ4UaMFjcO2vtnd5GUgKoVRVq6+P41u2eq1fl800mctYM5bUyotXPP2pU6ioAoAs0ZMMaDWCyGmZmZFpHR7sYT69GVJKmjcDNNUygHrde+5PN5ctA4I8bRRnSkOSYfgKv+MjfEYjFb+PG6s+SMuecFTwfNMAzUajV885vfxNTUFO7cuYOFhQVfJsPj1IM26DZN08Tu7i4ymQwA4Iknnui6CDjQ2vfW63vrdNBGySiEW9jF26CLPPPGjUBLSvqFOItciDPVjCEp1z75t9ziYMk9etF6/Rx4LNS6XV1yursezQ+0S3g6lnf1XJ6IJtCC5jp1On+xHl12DiuXyzg6OoKqqvb344MPPrBTcdmSAEHbPze4SZ0ulUq4fPmyTyMi2kECTUA6LSw97ImQ073idZKSJIl7qSUPgaYoCnK5HHZ3d2FZFl566SXf73ZRimNvDMPAzs4OstksZFnGzZs3sbKy4moC5tVB80ugdaKXcGM9bmdnZ9je3m4pNQIu7trOzMyQ4+YzvY6ZTP42qtbj6YJqxj75e3jnfQPeP+//T5tC8hM3T7MitkgMc1CIKCmOrJcuLN/jTj26lmWhUCjghz/8Iaanp6GqKk5PT6GqKgzDQCqVauu6Bdltc+OgFQoFPP300z6NiGhHcI8gwjPDCP7wQiQSscvNEonE0H+/W3gLND+3XyqVkMlkcHR0hOXlZdy/fx/vvPMOl1KEcXLQvIolXdexvb2NbDaLRCKBZ555BpcvX/b0PRykBy1IdBNuzG1j6yl+9NFHqNVqbR23yclJxGKx0Ez4wkQ3B+2d0xcQl1rFWVLqfM5rdseayxvduGePtydjKjL4+TUM7hkgjoMmitCUJAmxWAyyLOPGjRv245ZloVarQVEU23VjqbhsTtS8HMDExASX9VKbcSPQKCSEPyTQBGCYwR9eCUKSI2+BNmoHzbIsnJ2dIZvN4uzsDKurq3j99deRSqVQrVbtz9zviStPB41HSAhzpru9z5qmYWtrC7lcDul0Gs8//zwWFxf7+mzC5qB5RZZlTE9PY3p6GqZpYnt7Gy+++CJkWW5YB8npuMViMTuQpLlUkuifTgLtQpxdfNcUK44Jqd729e0COpycm61TjdmI+z7SczM6FJEWBkQRaKKnUUqShGQyiWQy2ZAsCQD1er1BuLFSyVqthlgs1la4+Vk1oGkaCbQQQAItxIwi+MMrvMURwD9qf1TbtywLR0dHyGQyUFUV169fx927dxsmo84ePL9LKsbJQWPfqU53hev1OnK5HLa2tjA1NYV79+5hfn5+oAuu6AKtHSz1jQk3J7qud0xlc056eAg3EXvQ3jl9AVUrhrhktIizTu7ZuXnxfjenPLYrNyyYj50EAxHMRlrFn7OEslmk5fTplue3oznJMejw7OkeJqLsB+DOcXISj8cRj8dbBI6u6/b5S1XVhptPziVNnMKtW7LkqPaHlXWSQOMLCbQQYpomNE2DrusNvWU8JghBEGi8xxCNRlGrDW+NHdM0sbe3h2w2C13X7aS/didUngJtnHrQOomfarWKXC6H7e1tXLp0CQ8ePMDc3NzQtullP8Ms0Nycu6LRaFfhxnrcTk9Psbm52XK3mhy3zrQTmFUrhulIFYrV/b2qWlFUHYecG3HWjsIn4q6dUHOLsw+tmbCshWaaZiDK4AZFJIE2rH2JRqM9kyVVVUWpVML+/r6dLMkEm1O4pVKpvm/G67resy2lWCxidna2r99PDAcSaCGhOfjjvffeQzKZxFNPPcX1zm1QovZFSHHUdR07OzvI5XKQZRnr6+u4cuVK15Mw6y8cl/XI2HZ5OmgAUKlUkM1msbOzg4WFBbz00ktDXzOmn8Wxh7UcAC/6GXs34eYslTw5Oekq3FiP27jivI68dfISqlYMsnVxvDeXNpbMx5M7VgLZL83uVjehxlw0p3tWtWJ2UIgbgr4WmkgljqIINK8Omle6JUtWKpUG1+34+NhOlmQBJU7xlk6ne77vuq63hKE4sSyLShwDAAm0EMBCP5yJjPF43HbQeEI9aINvv16vY3NzE1tbW0in03j22WextLTk+rPlFfM/Tg4amzCVy2Xs7u5if38fS0tLePnll1suqsOiH7EVdoE2TDrdre4m3OLxeNseNzfCjfe5eBCcDtpbJy8BACY6uE11y59Jd6eEyHb9bO1ol+T4gXYJB/osfiHA6++KEq4hkkDjtS+RSMQ+BzmxLAvVarWhz+3s7AyKosAwDCSTybblks7k7W6C8/z8HIZhDK0ahOgPEmghgLlmzC1hqUKKovAeGndxFIQx9CuQKpUKcrkcdnZ2MDs7i/v372Nubs7zRI+XQBsnB42lDP7rv/4rVlZW8Morr3S9AzkM2omtXsdGWAWan+WZboXb8fExcrmcLdzalUoy4RbG99xJc4lj1YphQmoUaCXzYr0xp1vV7J71W97YjpKZwHQbkXhqpvv+nWFAFAdNFKEJjN5B84okSUilUkilUg2PW5ZlB5Qw8XZwcABFUaBpmn0eK5fLKBaLtpBrLvkuFAqQJGnoVSGEN4JzxBEdaXeyjsVi3EsLgeCUOA6zB8wrXkNCzs/Pkc1mcXBwgKWlpYHL48hBGx3FYhGZTAbHx8cAgEePHrUkdo0Krz1o7DVhFwu86CTcNE1rCCc5OjqCoiio1+v2hMeyLGiahkKhEJgobS+wY4aVNjrdM8OKoGS1irNh0Cu8o51IU8xER3dPBERJPxRlP4DwuIGSJCGRSCCRSLS4X5qm2eewUqmE8/NznJ6e2iXff//3f4+TkxPcunULc3NzWFxcFObzCysk0EJAu7vmQRBGAALh5EWjUa5jcNsDl8/nkc1mcXJygitXruDVV19tKV3oh3Fz0PwQhvl8HplMBqenp7h27RreeOMNfPvb3/Y1XGKcHDQguCWCsViso3BjE57Dw0PU63W89957DcLN2d+WTqcDK9wsy0Ltmf8LpjW88RWMFOSmwI7ZSMXVa6suyxjb0S4oJExJjqI4aGERNW7gEcI1bGKxGGZnZzE7O4uNjQ0888wzmJqaskOWdnd38d3vfhf/8i//go2NDRwdHWF2dhbPPPMMbt++jWeffRbPPvssbt++jfX1dU+f7be+9S185StfwQ9+8APs7+/j7/7u7/DzP//zXV/zta99DV/+8pfx0UcfYWZmBm+++Sa+8pWv+HaDNAiE+4gbE9pNXILkoPEucQxCzH4noWJZFk5OTpDJZFAqlXD9+nXcvn0byWRyaNvnKZTcrA02bEbloLH15jY2NlAsFnH9+nU8//zzdtqV3+KHQkKCjXPCw46du3fvNgg35rhls9kG4dbc48Z78ve96v+GWFO5omImujpmqhVHXKqgYF6UWUWaFp9uFmcA7Ocyplw4YU4XbUtvH1rgNSgkyJBACx5uUg/DAgubY+ccFrL0mc98Bp/5zGcAAP/wD/+AP/zDP8Tf/M3f4Mc//jHef/99/Nu//Rv++q//Gh988AFefvllfPOb33S9TUVRcO/ePfzqr/4qfuEXfqHn87/zne/gs5/9LP74j/8Yn/70p7G7u4vPf/7z+NznPof/8T/+R387HkJIoIWUIIRzAMFw8oKQ4tj8WZimiYODA2SzWdRqNdy4cQMPHjwYyR10XvvPJhF+310ctkBjInpjYwPlchlra2u4f/9+i1vmd+9bvyWOhP84haVTuDlpFm6Hh4d2qWQikWjb4+bX96pqxRGTHrtbitk6GXWKoIKZRlzSWwSXVwrGxetnZXfOmlfaBYUEHZEEmijLWYjgoDHYXKHbXKRQKGB+fh537tzBnTt3Gn6m6zrOzs48bfPNN9/Em2++6fr53/3ud3Hjxg38+q//OgBgfX0dv/Zrv4Y/+qM/8rTdsCPGETeGBMVBC4JQ5O3iRaNRmKYJy7JgmiZ2d3eRzWYBXJxYrl69OtI7iTwdNABcEhWH4dyxhcA3NjZQrVZx48YNPHr0qOOFuB/BNAjt3DC2391ew6MvcBiILi7dCjdnU78fwu0fD/8TplyWHhaGGNBhWI9FiFOotStvLJmJhm3324c2J6s40IO9tpMo4Rqi7AdwIUpE2hcAXfenUCh07IuPRqNYWloaydgYL7/8Mr70pS/hn/7pn/Dmm2/i6OgIf/u3f4uf+7mfG+l2gwYJtBDQqcTRNE3uZQS8xVEQxsDe/48//hjb29tIJBK4desWLl++7MudUJ49aAB837ZzTbJ+jn3LsrC/v49MJgNN07C+vo5r1671/F39lBwOApU4jgedhJszjW1Uwu0fD/9Tx58xt+z8k/RGZwlkXGo837opb3RDwUgNtVTxH4ovoGZG8b9f+teh/c5RI5KDJoqoEclBY+WN3W6IFQoFrmugvfrqq/ja176GX/zFX0S1WoWu6/j0pz+NP/3TP+U2Jh6IccSNIexkoWkad4HG28njKdCq1SpyuRwA4OTkBHfu3MHCwoKvbgAvgSZJEvdFo70c+6ZpYm9vD5lMBpZlYX19Haurq64nQzxKHMdNoIWZYX/n4/E44vF4y0Spl3Bj/W1sPbd0Ot11csncM9VMIO1wpZgwA9DSnxZEmvvQ/qH4gv3v/yf/oi3SlqMF38fmBZEEmgj7AYjloGma1lNsFovFlhtGfvL+++/jN37jN/B7v/d7+Nmf/Vns7+/ji1/8Ij7/+c/jL/7iL7iNy29IoIWAdhf+SCQCWZahadpQAye8wsSR30ERvMegKAqy2Sz29vZsQXb37t2hpDJ6hVfcPcCnvNIp0NxgGAZ2d3eRyWQQiUTw5JNPYmVlxfPkwW8Hbdxi9sNc4ujne96PcHMuXMv+fLPyC1DNuN2j1SjOUkhK9ZHtg7O80YlqJaBaCcxFyg2Pb+sXyW1uSzGd4ixsiCJsyEELJm7WdCsUCrh69apPI2rlD/7gD/Dqq6/ii1/8IgDYc6vXX38dv//7v4+VlRVuY/MTMY64MSUIfWis0ZTnCYylCfpR814sFpHNZnF0dITl5WV7weKvf/3r3Fw8Xg4a27bf4pBN5Hvts67r2N7eRi6XQywWw9NPP43l5eW+hUAQetDcxOyHmbCKyyDQTrix9dmcwm1vbw/vr/xXxKU4piLVlt/TS5z1Km8cBmfmZItIc8v/LN1r+/j7tSu4ndgbZFgjh/WYkkALFiI5aG4EWqlU4lriqKpqyxjZ+z9O1wgSaCGg06QrKAEdgDvbfNRjGNUFgUVoZzIZFAoFrK6u4vXXX0cq9TjBjGeSpCzLqNdHd7e7GzwctF6llZqmYWtrC7lcDqlUCrdv38bS0tLA4sXvEsdx7EEjhoskSW2F296hCtVsTNg775DI2Ku88cyY7PrzxWjJ5Wi90U9QyJkxvJCTUcDOLyKIAVEEmmmaME1TKAetV5p0t5CQfiiXy/j444/t/2ezWbzzzjuYm5vD9evX8bu/+7vY3d3FX/3VXwEAPv3pT+Nzn/sc/uzP/swucfzN3/xNvPTSS7hy5crQxhV0xDjixoB2E68g9H9JksR9HbJIJAJJkqDr+lBjfS3LwuHhITKZDCqVCtbW1nDv3r222+DtYo2Tgwa0F0v1eh2bm5vY3NzE5OQk7t69O9R+QOpBGy1hd//CMv7/vvefEZcaz2FeFnE+NaYa/t8rxv5Yn274v1vBxlw0Vt7ohk7uWVhg5xcRHDRRUhzZtVWEfQHclzgO00F7++238dM//dP2/3/7t38bAPDLv/zL+OpXv4r9/X1sbW3ZP/+VX/kVnJ+f40/+5E/wO7/zO5idncXP/MzPUMw+ER6CUOLIxsFToEmSNNSgEGeYhGmauHHjBlZXV7ue1HiKVJ4CjVfEv1Ms1Wo15HI5bG1tYXZ2Fg8ePMClS5eGPmH2W/z0W+IY1ph9ILzlK2EZ94U4uzhPsfLGczOJdOSxA99c3tjskA0aGMJi7hflRqGmWq1rr52Z3d05J/+rdCcUYSbdEEmgieKguYmlDxO9BJplWSgWi0MVaD/1Uz/V9Rz51a9+teWxL3zhC/jCF74wtDGEERJoISYoAi0ITt4wBJqzZykajXoKk+Bd4jiODlqlUsHe3h52dnYwPz+PF198caTJU0FZqLqbSCMHjeiGasYRlx+fJ51Jjc0wYeYUPc0CaJBFoI+NC2etWah149xMuQ4KaeYbhafxmYXv9fVavzAMA5Ikhf674FdPuB8woRn2z4ShaVpDe0Y7hi3QiP4ggRYS2k28giTQgtAL1+8YnKVxExMTffUskYPmH6qqQtM0/Pu//zuWlpbwqU99CtPT071fOCB+u1P99qCFmbCKyzDw33b+C2Zl1f4/E2dO9wxodMz8cKSOjem+Fp0GHveh/a/SHVfPP9BnAx2zL1LEPiCOEyhK/xnQ20Gr1WqoVCqYm5vzcVREO8Q56saQWCwGRVF4D4N7iSPQn0BSVRW5XA47OzuYm5sbqDSOHLTRUy6XkclkcHBwgEgkgmeeeQZra2u+bBvgE7M/Tj1oYYbnMiNu+O97/xlA7/7c5uCQYdOp1+1Yn8Ji9Lzl8V3tUoOo7IVmyaEucxRNoIngoImU4Aj0FmiFwsUNDJ7roBEXkEALCe0u/kFy0HiPw4uDdn5+jmw2i4ODA1y+fHkoDgxvkSSyg1YqlZDJZHB0dIQrV67gtddew7vvvotEorVnZZRQSMhoCbLACTuqGbeFTrv0w8In6YbNEfpOhlneOEz+sfACEpHe5/7FeH+x/X4ikkBjabthR0QHrVuKY6FQQCqV4rq+LnGBOEfdGBIEYcTGwdtBc+Ng5fN5ZDIZnJ6e4urVq3jttdeQTg8ndpnne8BbHI5KtBQKBWxsbOD09LRlaQO/xRLALyTEizsTZoEGUInjKPhvO//F/nezOKtbUdSN9tMAv52oTi5awUg3lWZ660NLRHTUzHBMdUTp2xJlP4DxdNBmZmbohlkACMdZiwi0gxaEcXQSSJZl4fj4GJlMBuVyGdevX8fzzz8/dPeF51pkojloZ2dn2NjYQKFQ6Ph58RBoPBw0wFv5XNgFGjEaYpIBxWz8DhWMdEP/WTf3zC+cIm1XG7+QApEcNBH2AxDTQesl0GZnZ0mgBQBxjroxJAi9X8CFOFJV930CoxqD870wTRMHBwfIZDLQNA1ra2t4+PBhzwUa+yUIIolHH8ywHDTLsnBycoJMJoPz8/Oua84B4yHQ2ATHi+AKs0AL84QgqD1oTvfMSWGABZuP9Yt10HqVODa7YZ36zwbpe/t/S7f7el0mk8HExAQmJiaQTqcDIyZEEmiiuE4iOWiWZfUUaMVikfrPAgIJtJAQZActKCWOlUoFhvXW8KgAACAASURBVGFgZ2cH2WwWkUgE6+vruHLlyshPsDzfA3ay5VFWEolEBnIOLcvC0dERNjY2UKlUcOPGDTx48KCnkOZV4sjLQfPymrAKNIBKHIfJl3OfxUzTFV6zZFucNac3tuNMv0h0jEiNx72b/jMm5BhzUXeBVs2vGwUH0/8HYtk/gaIosCwL6XTaFmzsTyqV8l0sieI8iSTQRHLQ2BzFTYkjwR8xjroxJRaLwTRN7ifDoDh5hUIB3/jGN5BKpfD0009jeXnZt7vavB00gM9FsV8HzbIsHBwcYGNjA5qm4caNG7h27ZrrCyEvB83PGyLs2PWyn2EXaMTwmIleVDV47SU70ydH0n/GhFe7PrNetOtD+9fy+kDjefHFF2FZFqrVKhRFsf+cnJxwE27koAWPXqEaYULXdUiS1PWzKRQKtAZaQCCBFmLYZFbTNK4nQ57uUbVaRS6Xw9bWFiKRCO7fv4/5+Xnfy414x+wD4LJ9rz1opmlif38fGxsbME0TTzzxBK5ever5+OWx/hqVOI6WMI89aDD3TDUStlAr6mmk5fbrjZUN/xLbOoWBOKlb/kxNJElCKpVCKpXCwsKC/bhlWahUKlBVFeVyGYqi4Pj4GKqqjlS4iRKuIZJAMwyj58LOYYGVN3abH1GJY3AggRYS2n2hIpEIZFmGpmlcI1F5pEmWy2Vks1ns7+9jcXERTz75JI6Ojhousn7Cc6FqFmfMQ6C5ddBM07RLTyVJwhNPPIErV670PaGhEsfOryGR4z9B6kH7cu6ziEkGVONxKEizOKuZMbvEMa9PjDyxsbn/7Fif6ro49Yk2hYWYe6etZkZdRe0D7harliQJ6XQa6XS6rXBzOm7DFG6iOGiiCE1ArB60Xv1nwIWDtrq66tOIiG6QQAs5QSgv9HMMxWIRmUwGx8fHWFlZwSuvvILJyUkcHx9jf3/flzG0g2eJI8/t9xKGhmFge3sb2WwWsVgMTz31FJaXlweehPAqcfQ7Zh8YnxLHoAicsFMx44jJj2Poi3r7QJC8PtH28Wax1k//mRvarcfmlm8VbyEl+99/7RRui4uL9uO9hJszkGRyctIWbs3HvCgCTZReOkC8HrRe+1IsFnHnzh2fRkR0Q4yjbgzoNHkJQlAIK+8b1cXFsiycnp4ik8mgWCzi2rVreOONNxpcQ95BJby3P8r1yPrZrq7r2NraQi6XQzKZxLPPPovLly8PbRIeiUR8f7/DsPZamAUaQCEhg/Ll3GcxLXu7UeP3emdO3JQ7hgGvwk1RFPs1TretWq0KcaNCpBJHkRw0TdNcOWhU4hgMSKCFiHaTryAsVs2+8Lqud4xF7wfLsnB4eIhMJoNKpYK1tTXcv3+/7TaCIJB4Rd07t+83zQ5avV7H1tYWNjc3MTExgTt37mBhYWHo70kYxNIw8OrahV2gEYPR7J4xWHkjc9OSEf7pv53Yq7cPKGgOChmEt9Un8MpQflN3Ogk30zTtcJJyuYxyuYzDw0NbuJVKpbalkmERbyIJtHF00CgkJBiIcdSNMUFw0GRZhiRJQxNopmlid3cX2WwWpmlifX0dV69e7XpiYT1gPAUSwO9kzkugMQetVqvZYS0zMzO4f/8+5ubmRvZZjMM6aEB/DhoPJ3UYhGXy2Qne4/+vmf+z48+cZY5+i7Ne6591ctE69aF9q3ir6/Y0S+bqCrohEom0FW4//vGPIUkS5ubmbPF2eHgIVVXbOm5BFW6GYSCRSPR+YggQyUHrJdAsyyKBFiBIoIWIdpO1IAg0SZKG4mDpuo7t7W3kcjnEYjE8+eSTWFlZcVU2yU46vAQS7+3zEmi6rqNareJb3/oW5ubm8OjRI19O7uMu0DrdiAi7gxbWsQdl3JFP+sPKRgKTHRIbu9Gr/2xUuC11HGSB7TBgWRaSySSWlpYaHjdNs6FUsptwYz1uyWSSm3ATKSRENAet15IBVOIYHMQ46saYIAg0YLBSy1qths3NTWxtbWFychLPPfccFhcXPV1cnGWWPE6mkUgEkiRxjdr3c9uqqiKbzWJnZwcA8KlPfcrXxS159NzxED9eHbEwC7SguQBhwumeNYszzeo8Ue7kNB1q0wBaA0EiUu9j63Ks2PM5nehU3jgudBI2kUjEFmDNz+8m3JrdNr+EmygljqZpCiU2dV1HOt35JodpmiiVSpibm/NxVEQnSKCFnFgsBkVReA+jryRHNsnf3d3F/Pw8Hj582Lf7EolEuARHOOHZB+eXQCuXy8hkMjg4OMDly5dx7949/Md//Iev4gwYHweNetDCAy+B+VsffAGzscfuGaNkXKzdlPokTh/oXN54ok0CcCfAenGoPT4XeBFrbCHrbvx7Wez4b69BW26EW7lcxvn5OQ4ODnwTbqKkOLJrqkgOWrd9KRaLsCyLShwDghhH3ZjQ7uQZJAfNrTgplUrIZrM4PDzE5cuX8fLLL2NqqvfF2c0YxjHq3o9tn5+fY2NjA0dHR1hZWcGrr76KiYkJqKrKpedpHNZBY9v0KrjCLNDCPHZezMZaQ0GYOOsFE2ajYr9+USq1FC81PM76z3rhdT20sDMsYeMUbs5ySdM0oaqq7biVSiXs7++jUqnYfXHDEG6iOGhsTiOC2AR6pzgWCgVEIhFMT0/7OCqiEyTQQk4QUhzdjMOyLOTzeWQyGZydnWF1dRWvvfZaV7u9nzHwTnIUzUErFovY2NjAyckJVldX8frrryOVejz5Yw6P3+v3hMHNGgbNAk3XdRwdHdkTqeZJUJgdtDCXOPJ6z5l75sR0hHI43TOGU5Q5Sxyb3bN+yhs7cVS/mPA1CzW/SER01MzgT3dGfR6NRCKYnJzE5GSjMHcr3Fh/Wzqd7ircRBForP8szOcmJ24ctJmZGWEEadgJ/hmLsAmjg2ZZFo6Pj5HJZFAul3H9+nXcuXNnJAlPvAUaTwev14LRXsnn89jY2EA+n2+77hyDXYTHRaDxcu00TUMul8Pm5ibi8Tjq9Tp0XUcqlbInTRMTE9B1PbQpjgA5aF5h7pkzHCTdZQHnTuLML47q032LtO8UbgIApqJVAEDFiHlerPobhafxU7Mf9LV9P+C1ULVb4VYsFrG3t2cLt3alkolEQhiBJlKCI9A7JIQCQoIFCbSQ00/vlx/jME0T+/v7yGaz0DQNN27cwKNHj0Zay83TwWLb5yXQotEoajXvqW1O2ILgGxsbOD8/x/Xr13H37t2uSyewyYTfSVfj4qABwO7uLt59911MT0/jhRdewOTkJCzLgqZpKJfLdp/J6ekpyuUyLMvC97///UCluo0Dfr+3v/XBFxCPXEy2eiU2nmoTSET4XyeAC5E2+YnIcnJQu+hdm4/x76nmBS+B1olewq1cLkNVVVu4qapqBzhtb2/j/Py8QbiF7fwjUoIj4M5Bm52dDd3nJCriHHljQNAdtFqtBl3XsbOzg1wuh0gkYq9h5sdFh7eDxlMgDuKgMZdzY2MDqqrixo0bePDgQc84XrZdAGPlZvkBc8zYwrUPHjzA3NwcLMtCvV6HJElIJBJIJBKYn5+3X7e9vW2XozoXwFVVteGONxNtk5OTiMVigbggB2EMYeFCnD0+15SNi4qEZvfsVGsMjwgjbvvQama0pwhdjJeHNayREJbEwE7CzTAMqKqKt99+G/F4HIVCAbu7u6hUKpBluaPjFtTvvkgOmmmaPQVnPp8nBy1AkEALObFYzP7i8TyRSJKEfD6Pb37zm0ilUnjmmWdw+fJlX0+8vENCeG6/H/fOsiwcHh5iY2MDtVoN6+vruHbtmqc7hpIkDb280g2iljg6Sxmnp6cxMTGBmzdvuo49Zp/H4uJiwwK4zjveiqIgn89je3sb1WoVsVisQbSxf/O4cxzWEscgjls1et9gYfTqP+sH02p/7i8bCZSNBJYT7hMeWXmj6ATNQfOKLMu2w7+2tmb3KzPhxkolncItGo22hJNMTk4iHo9zF26851XDxE0iJZU4BgsSaCGi3cmKfdk0TeNyIqlUKsjlctje3oYsy7h//z7m5ua4nFiD4KCFQaCx8tNMJgPDMLC+vo7V1dW+jx8ea5KJ5qDV63Vsbm7awow5Zm+99dZQ1kHrdMdb1/UG4XZ0dARFUVCv15FIJFpEWzqdFmbCElZ+64Mv9HxOQUs1OGzNeO0/G0b8PtEbEeLp2fnKeZ6QZRlTU1Mtac29hFs7x81P4cZrXdVRoGmafQOvE6VSiQRagBDjyBtjIpEIZFmGpmltQxxGRblcRjabxf7+PhYXF3Hz5k0cHh42lFv5TRAEWpBTHE3TxO7uLjKZDADgiSeeGEr56Tg5aJZlwbKsoU0QOgkzhtdURq/Pj0ajmJ6ebolVrtfrDYvf7u3tQVEUe6HT5lLJVCo18HHE+275oPg5fia+zrUkpmKP+7kKWvt4/aD0nzk5qM3YLhrrPwMuyjLHtQ8t7A4a8NipcXMjx61wczr+fgo3kRw0Jja7vUf5fJ7WQAsQJNAEwM+gkEKhgEwmg5OTE1y5csVeD+vk5AQ7Ozu+jKETwwjKCOv2u7lYhmFgZ2cH2WwWsizjqaeewvLy8tAmArwcNB6iEMBQBBoTZrlcDjMzMy3CzLlNHgtVx+NxxOPxhou1ZVmo1WoNwu309BSKosCyrJYSpX6CSYJYKhgknO5ZszirDxgjf1J/7K5G0Pg5RKT23+9Be7qcIm3c4bFcyShg5+VB9qOXcGOO/9nZ2UiFm0gOmpt9KZVKuHHjhj8DInoixpE3JnQ6yYw6KMSyLJycnCCbzaJYLLaNXQ9CmmQQUhx5OmjN29Z1Hdvb28hms0gkEiPrC+Qplvyc0LD3bZBtOoXZ7OwsHj582LW/rF1ZZTcRNsp10CRJQjKZRDKZbHDKLctCpVKxRVu5XMbBwUFLFLczmKRbMmgYGaar2ouKEUPNaLx0F7VUQ+R8t/JGANAsucFtk/ssYTz+RNSZ1sX34XKi9Mn/O/efNeN0z9rxg8J1TMa83fjSLJnLMgKDwL63YXdsWNDJKL4P3YQbu3HkRri5DUcyDMNVWFYY6BWxD1zcgCcHLTiQQAsZ7SZgo1qs2jRNHB4eIpPJoFarYW1tDS+88ELbLznv8sIgjIF3SAibyGuaZpfNpdNpPP/881hcXBzZBJKXgwb4K9CcDppXvAozhlfBxWsx7XQ6jXQ63TWYxDlpag4mYb1x5KB15vPv/zaAWIu7VexQ1tiOk9okopHGc1SzOHPrnrXjsHZRKmtCwmVOi1KHFXYOFcFB83sfZFluW6rNemzbCbdYLIZ0Ot3QZ8scN+frWdBJ2HHjoJFACxYk0ARg2A6aYRjY3d1FLpeDZVl2VH63O3vRaJR7miTvFEfeISG6ruPDDz/E1tYWpqamcO/ePczPz4/8zj5vBy3I2+xXmDm36VW0BEXkdAsmcZZJHh0dIZvNol6v46OPPsLh4WEog0n87qEzIdnirNuCzedaEr1D6ofPYX3alUg7qk1hKdE4wnHsQxNJoAXl+9qpx7ZZuJ2enmJzcxO1Ws2+eTQxMQFFUZBIJFCv10Pv+vcSaJZloVgsYmamu6NN+AcJtJDR7o76sASapmnY3t5GLpdDPB7HzZs3XfcqMVeN57ohvB00XiWO1WoVm5ub0HUdpVIJDx8+9PUuGG8HzS/YBNyNABpUmDm3yaMHbZREo1HMzMy0TATefvttXLp0CYlEwg4mKZfLMAxjZMEkYeGX3vkSpuOt7lY7FD2OeFxHvp4GAEQ9OGD9wMob2+FWpHnhXE9iqs1C12GH3eQKe1hOkARaJ3oJN+b612o1HBwcYHt7u0G4dXLcgoymaT0dtGKx2Nd1ihgNJNAEYND+r1qtZkflT01N4c6dO1hYWPB0oYhEIohEItB1HYlEa5+BH/AWaH47eJVKBdlsFjs7O7Yge/jwoe8XeF4Omp8LRwMXE6de26zX6/Y6ZoMIM+c2RRNonYhEIkin01hZWbEfcwaTsEnTyckJVFUFAFu4OcuUvAaTDINRvucX4qxRkKhGHMkurhkTZ0HgsH4xCZ6QvQco/aBwHQBQ1hJt+9AqRqyrexgmWLk2CTR+NAu3fD6PJ554ArOzsw09bicnJ20dt+YetyDhpsSxWCxSiWOAIIEWMtqdvGOxGBTFezmIoijI5XLY3d3F/Pz8wM5LEAQSbwfND6GiKAoymQz29/extLSEl19+GclkEl//+tdhGIbvqVM8HDQgWItVNwuzR48eDeVC51WEhlmgtaNXMAkTbaVSCfv7+w3BJM1ruIXlTncnqkYMabneVZzl6+muASGj7D9jmBiOwDjVJobye8KCCAmOQLgFWjOsIqiT6+8s1+4k3Jp73HgJt143z1VVRa1WI4EWIEigCYDXkJBSqYRMJoOjoyMsLy/j5ZdfbklF8mMcw4Y5WH4mqjVvf5QC8fz8HJlMBoeHh1hZWcErr7xi9/ewSTwPgcbDQWPb5bFYtVMAjUqYMXjF7PPAy3fWGUzipHn9pOZQgGbRNjExEegY7V9650uIywaqxsWkTjVaRWbViNk/b2bU5Y1eaNdr5uZnXqiZ0UCu+eYGUQQaS3EUgV7XU7fC7ejoyBZA8Xi8bankqIVbrxTHQqEAACTQAkRwr0yEa9z0oFmWhbOzM2SzWZydnWF1dRWvv/76UBOKeEftsxOpmzjZUcActGELxGKxiEwmg+PjY1y9ehWvvfZay8SUlcbwEErj6KCNWpgxOgmuTsdYmAUaMHipYKcY7nbBJJlMBpqmIZlMtoi2foJJglCa1itef9h06z9zw1Ft8BuDoiCKsOGR4jgq+nUDOwk3TdMaetyOjo6gKIodQjJK4darxLFYLHJ1+IhWSKCFjE4ljp0EmmVZ9mREVVVcv34dd+/eHUm5TxBKDAF+a5dEo1FYljU0gZbP57GxsYF8Po/V1dWWteea4ZUiOW4O2ubmJg4PD0cqzJzbGxcHbZR0mjDV6/WG/radnR0oigLTNJFKpVpKlDoFk4ziPWfuWTdK9WTP5wQJL07Zu2dXMZMYXhhIIqKjNuBi3qNEFAdNlBJH0zRhmuZQHfZYLNZRuDU7bp2EG0u29TrH6SXQ8vk8ZmZmAnGjibgguGcrwjXtnCvTNLG3t4dsNgtd17G+vo7V1dWRlvPwLnGUJIn7YtHAxYmwXwHMnM6NjQ0Ui0Vcv34dd+7ccRW8wkug8XrP/RRozDGr1Wool8sjF2aMcepB4zH2eDyOeDze8FmyYBIm2hRFwfHxcUMwSXOppJ/jZv1nQRRnnfrPFP3x+XBY5YyiIYrzJIpAY9dSP/YlFothdnYWs7OzDY+3E25sSRIm3Jp73DrN8XqlOBaLRczOzpJACxAk0EJGLwdN13Xs7Owgl8tBlmWsr6/jypUrvpz4eZc4AnxdPPYe9yOSLMvCyckJNjY2oCgK1tbWcP/+fU9Cjxy04dNcyphMJnHr1i3f6vTHSaAFBWcwycLCgv24aZqoVCr2ZIkFk6iqCkmSEI/HoWlaw6Sp3xs1v/TOl+x/l7U4JmN1+/+lemcX3Ulz/xkLCDmpXvStRpoDQiR3x83l5GgWoB6FcPub9x/hl26/PdTfOSpEctBEKJPTdR2SJHH9TNwKt8PDQ9txSyQSbUslezlohUKhZTsEX0igCUAsFoNpmvjwww+xvb2NdDqNZ599FktLS77eDeHtoLEx8BJokiR53r5lWTg8PEQmk0G1WsWNGzdw/fr1vpxOXkJJxB60Tj1m3/nOd3xfHNvLZxpmgRb0O7csHXJiojFd0DAM/OhHPwJwcf45OzvD1taWneTGxJrzTreb73fdlFscslI9gaTc/vzSqf/srHbRr+pWgPXisNq4dtRiouz5d/jRe/Y37z+y/w6DSBNFoInSS8cSHIN4Xuom3Jjzr/7/7L15kNzmee77AOi9e2bIWTkkZzhctJDiJmokSiJFy06cXFbKuT4qx8nVrbJuWD43qTj5x7dSFVfd43grpyp2JTmVlHPjKJbKcRzfsmPFyal7cuKT2JK8KVpCR5vJ6e7Z9617ptEb0MD9o/mB6G6gG90N4APQ+FWxJDZ75gN6MAAePO/7vPk81tbWwPO8cl9269Yt9PX1KechlmWVfl1foDkPX6C5jPqTBZmFBVRriC9evIjBwUFqKYakDIgWTuiDM3JDLUkS1tbWlKCC48ePY2JioqsLWy86aGav2yr8w24BVL8emcVm9P1uw43bznEcgsEgwuEwTpw4obxOgknIDZP6ZokEk9SXJ7Esi6de/ySAAFhGrnHPmomzenZKMdsSHDdLVUeuE6Gmx093jnT19d/62cWav0dYAVmxNhDr3N/+P3jzf/vNrtYxE68IGy+VOLptP4LBIA4ePNhQ4cHzPF555RWMjIwowi2Xy+HXfu3XEI1GceLECfT19SnvO3PmTNfJ3i+99BK+8IUv4PXXX8fq6ipeeOEFfPCDH2z6NaVSCZ/5zGfwta99DWtraxgfH8cnP/lJ3Lhxo6ttcSu+QHMp+/v7mJ2dxdraGkZHR8GyrCm/VN1AWxw5YRta9WOR3sB0Og1ZlpXeQDOenNLsQXO7g2Y0ldHuYBK/xNG9NAsmUfe31QeToK46bK+s3X9a766VpQByAr1Zb5ulBESJxVjU+v6yfTGCvoB2gEi9OKvn7fwRDAQK+M9XXgTgLIHmBQfNK710RgY7uwVSqjkxMVHz+uuvv46bN2/irbfewve+9z3Mz8/jAx/4ADY3NzE5OYkzZ87ggQcewAMPPID3ve99OHbsmOE1eZ7HhQsXcOPGDTz11FOGvubDH/4w1tfX8Vd/9Vc4deoUVldXqdxbOAVvHH09hCiKeOONN7C1tYXDhw/jypUriMfj+P73v09dHBmJ+7camiEhwN1ZbPVUKhUsLy8jnU6D4zicPHkS4+Pjpl7IetFB6/bk3W5cPg2B1ispjk4sJbKCUCiEwcFBDA4OKq/JsoxisYj//Z0/ANB+OWKmFEGA1T8uW/WbmVH+KErVc9l6oa9GpKkDQlrRrA8tJ4SRCJYMfy+GkSHL7jmmvCJs3Og8aeGV/QD0xeb4+DjGx8dx/fp1pFIpvOc978HnPvc5bG5u4u2331b+PP/88+jv729LoF2/fh3Xr183/P5/+qd/wosvvoh0Oq2cG6empgx/vRfxBZrLCAQCGBwcxJkzZ2oi150gjmi7V2QbaIgFQr1IEkURi4uLmJubQzAYxH333YdDhw5ZcjNKy8lyo4PW6RwzuwVQLw2qBtxZ4gjoz6UzCsMwbc+kzJT0w0JoD6iuF2labBXjGI7wDa+3259WqAQRvZNs+Q+3zoHREJvP3ryCj178YUOZo5PwkoPmBWHjJQetVYIjcDfFEQBGRkbw5JNP4sknn7Rh66r8wz/8A6anp/GHf/iH+Ou//mvE43H88i//Mj772c+aOq/XTXjj6OshGIbB8ePHG25kej2gwynbQNYXBAELCwuYm5tDNBrFAw88gJGREUtdAppx924prex2wLQbHDSge8HgYz/v/9Hn0RcGCmIQ8Tt9Z5LKAVL3n2XLEQTZu79zzdwzWqwX+nQdr61iXPN1AFjl+3X/rRn/cOtcR1/nFLwi0PxeOudhRGxmMhnb0om1SKfT+MEPfoBIJIIXXngBW1tb+K3f+i1sb2/jueeeo7ZdNPEFmkdwgoPmlJh92rPY1tfXcfv2bfT19eHChQsYGhqy5WbZd9D06VaYdbKmGXTSgwa4U6C5bXvN5P0/+jwCd3rKiDjjhRCigcZzWb04czLtliXWky1FTB1WTUjmR3Aqtmn69+0GX9g4Cy85aEb2Re2g0UCSJDAMg7/5m79R+nb/6I/+CB/60IfwpS99qSddNG8cfT2G1lN1Jwg04h7RvDkMBAIoFAq2r1sqlTA3N4fNzU1EIhFcunSppsfEDvwetEbUwuzgwYNdD5imneJo5P2Au0sFe5mCqD8/Kmtw/lkv8p13z4NhWx87/+/rD+NXH3rVhi1qH0mSPDE/zCsCzSv7AbQWaLIsI5PJ2H7PomZ8fBxHjhypCVU6ffo0ZFnG0tIS7rnnHmrbRgtfoHkEp7hXsiyjUqlQe/Jkd4kjGXOwtLSEoaEhjI2NIRKJUDnRcRyHcrnc+o0WrOs0B61cLmN2dhYLCwumCDMja1pBJz1ogDuFjpsdtG4eSqndMzVq96xUMX4+re8/szMgpJ68GEReDGI0qh3Br9eHZiWb5YSt6xnFSw6aF0o1RVFEOKydoOo2RFFsKf6z2SzVEscrV67gm9/8JnK5HBKJ6u/o7du3wbIsjh49Sm27aOL+36IeROtGwCkOGgBHx9ybRT6fx1tvvYWXX34Z5XIZjz76KB566CHEYjFqISW0HTS7RYGWWCqXy7h16xZefPFF7O/vY3p62jRxpremlfSag+bTyH6TMBDAmf1n9WwUrBNF/3z7tGXf20680IMmSRJkWfaM0PTCfgCtHbRKpYL9/X1TSxxzuRxu3ryJmzdvAgBmZ2dx8+ZNLCwsAAA+8YlP4CMf+Yjy/qeffhpDQ0P49V//dbzzzjt46aWX8Lu/+7u4ceNGT5Y3Ar6D5hlo914B1ZtXjuOUQaw0sDrFMZfLIZ1OY21tDYcOHcLjjz+uPO0BqiKJRoklWZtWWAdgf9+TWixZ5ZjVQ6PEsV4QthpU7WZ6TVi+/0ef1/03PWHWbv+ZJDPIlO7e4NSnHOo5aEORfFvrGKVZQMjt3REAQF+o8741t+IF54lcf7wgbGhWAplNq3uyTCYDAKZW/rz22mt473vfq/z94x//OADgmWeewfPPP4/V1VVFrAFAIpHAd7/7XfzO7/wOpqenMTQ0hA9/+MP43Oc+Z9o2uQ1vHH09hlMdNMA5KYpms7e3h1Qqhc3NTRw+fBhXr15FLBbTXL8XHTTA/ifALMtCFEXcunXLcmGmXtMvcbQGt4vLTiHljQUhiGiweg4XK53f4O4Ua89LnZYwbhcbz2/diLaNQkK31NFMZJnRjNp3Ol5xGAxMHAAAIABJREFU0ABvCDRRFD2xH0BrBy2bzSIQCCAe13940i5PPvlk0+vQ888/3/Da/fffj+9+97umbYPb8QWaR3BCD5oTtsNsgZbJZJBKpbC9vY2jR4/iiSeeaGq30xJJNNcmFzE7nziWy2VsbW1hd3cXQ0NDePjhh21JoGo3VdGM9eovckYcNDcKNMDd292uwFS7Z2pxVk8o0Px8li0ad8e6FS7bxZgS/T8Sbb93bKOQaNimTvvQ9sUIfpw+3vbXORUvCDTiAnrhYYuXHLRWAm13dxcHDhxw/fHnNbxx9Pk4ykGjuR1mCDRZlrG7u4tUKoVMJoPJyUmcPXvWUMMwTQeRlkAjF2M71laXMkYiEQwMDGB6etrydQl2J1Z22oNGI7TFpz3Kd1wyoS5gI18OIaQRGlLPXjECzkByYTO6CQjZLFSftusJtXyTRMpOqY/tl0QWbMAbx7oXQkK8UKZJ6DUHjWbEvo82vkBzIVpPp2gLI/V20HbQJEnq6GmkLMvY2tpCOp3G/v4+jh07hgsXLiAUChn+HjQdNFpx9wzDWJ7kWN9j9vDDDyOXy2F1ddWyNbVwwhy0VoLN7j45s/DCU3ejPPI//wjRcK2jlS8bO8/sFZ0Vt7/G92G4AzetHtJ/ZpQf3j7Z9ZpOwisOmldEjdcctGYpjplMBgMDAz11DnYD3jj6fBAMBiFJEvUTJO0SR7LvoigaFlayLGNjYwOpVAqFQgFTU1O4dOlSRzNp7EqR1IJm/5tV4lBLmJEnffl83vb9dUKJI9BcpLn5IutGYUlo53OPhmsfpsny3a/Vc8/2is4dUL11x01rJdQyxSgGo419bM2CQ8waVv3szSsAgH998zTed+7drr+f2XjBfaJ9/2EmveSgkRJHH2fhCzQXohcSAlTTemieVGg7ee0INFmWsba2hlQqBUEQcPz4cRw9erSrp2ZeFElGMNtBaybMCHa7WWRNO0VEJ+u51UFzM+183sQ9M0JRDKAoOucyLcnNRehWIW6Km9aL+A6acyDjArzgoFUqFUiS1HRf9vb2fIHmQNx/9PkAcEbEPUC/xJFhmJYiSZIkrK6uIpVKQZIknDhxAkeOHDHlwuKEkBC74+4B88ShEWGmXpOGQHOCg2b21zgBt253uxD3jJQ3FstBhIPdnzPbDQgxY0C1FluFOGLBsiXfm2BWeSONc6UevkBzDuQexkv70kygZTIZqkOqfbTxBZoL0bug0C4vJNtQLHZfjtINeiJRkiQsLS1hdnYWDMPgxIkTOHz4sKkXReIk0bjY0ppHRtbuRri0I8wINAQajTlovSLQegHinpWEACIh/UoDvlR1/zlO//juNiDEDCpS++e4nUJMs8zRKDnBoP1ogBdffBHxeBzxeByJREL5bygUsv0c6gWB5oWgE6AqNBmGcf3PA6gKNJZlm+5LJpPB8PCwjVvlYwRfoLkUrZswJyQ50nbQtLahUqlgcXERs7OzCAaDuOeee3Do0CFLTr7kKRWNfoJO+u/MolOx1IkwI1gdTKKFE0JCWt04+gKNDq1+Lo/8zz8Cy8ooCdVzRLFcLUtXu2eCyEEQtW9wndp/psVuIYaDbYiwhZ2DSETvpjPul8OWD6v+76tncGN6GjzPg+d5ZDIZLC8vo1AoKDOh1KItHo931JdsBFmWIcuy68WNF/rogLv9Z05xV7uhVf8ZUE1xPHXqlE1b5GMUX6B5CNr9X07aBlEUIYoiFhYWMDc3h0gkgjNnzmB0dNTSk656JphVF/NWa9OIWG+3tLMbYUbohRLHXupBc+t2A9aEmzRzz9xIpqg/P7Idfjp71JTvAwCJRAKJRKLmtUqlooi2XC6Hra0tzM/Po1QqIRQKNYi2eDzetbAi5xS3ixuvlDj2UoIj4Jc4OhVvHIE+AJzhoDmhzJJhGKysrODtt99GIpHAuXPnMDw8bMvTMBI5T+MzICUZNNY22oOmFmaDg4NdDZimVeJIuwfNd9Dcx4X/9qcIt2gNLpSCCDhYlLUKCKmnmYvWbZmjFrLEgDGh7JPjOPT396O/v7/mdUEQFNHG8zxWV1eRy+UgiiKi0WhDqWQsFjMsuHyB5iy8lOAoCIIhB80XaM7DF2guxS9xbKRUKmFubg6ZTAbRaBQPPvggBgcHqfRjeSVN0ax1yc/GDGFG6IUUx04EoVsFmhfKifQIRwSwd8SDIHIIBqrnB0liUCh177TvF2v7sloFgNQHhqg5ECt0vT2EdksdnUwwGMSBAwdqzluyLKNcLiuijed5LCwsgOd5yLKMWCzWUCoZiUQajnVyvfAFmjPwmoPWbF9kWfYHVTsUbxyBPgCc4V7RKHEsFouYnZ3F4uIihoaGMDQ0hIGBAQwNDdm6HQSas9BoiUM9B80KYaZek8Qh23Vz75QUx2b761aBBnhzDlq9e0bEWT3N3LP6/jMSInJ3bYMbaYBMvlqKSGazHYxrCyy9gJCShWMBfpqcALj2jxE2IEESWbDhCqSSeQKCYRiEw2GEw+Ga640syygUCjWlkuvr68jn82AYpkG0EWHm9ocUkiTZ3v9sBV5y0Iz2oA0ODtq0RT5G8QWaS9GbhcbzdGfQBINB26Le8/k8Zmdnsby8jJGREVy+fBkDAwN49913qTlYAN1ZaLQEWr2DZqUwI5CbGjsFmt0ljp3so5sFmhcJR+4+sFK7Z+0gSByKKqeNZa09BtWDs3f5mPL/Ax24a7uF6tfruXYLO61Lq8waVm0XDMMgFoshFothZGREeV2SJOTzeUW0qYNJAOCNN95oKJW0u5e5G3wHzXkYcdAymYzvoDkQbxyBPgCcE9ABGGtM7ZRcLod0Oo21tTWMjY3hscceQ19fX802lErWJoA1g3aJI00HzQ5hpl4TsDeemkaJI9AbAs3N7oHe533hv/0puAAHhpVRqdNU5XIAAR2xpg4IyRdDls0sa5fsHXetXaGmJc7q+9ByhXBNkqOVvLJ8DIMJ+0svWZZVgknGxsaU13d3d/Hmm2/i0KFD4HkeW1tbmJubQ7lcRjgcbhBtZgSTWIHXUhy9QKt7MdJH6TtozsMXaC5Fz0GjLdDISU0QBNMF2v7+PlKpFDY2NnD48GFcuXIF8Xi84X2BQICqk0izD4+mONze3sbi4iIGBwfxyCOPYGBgwNL11ALNLmiUOALtiVC3CjTA3SWOWnCB2mNFlqo/z2biDKiKMqPUXwrsEHNEqCUi9j0I+2lyovo/FaajMkcnwzAMAoEADh8+XPO6IAg1/W0rKyvgeb4mmERdKhmNRqkKJN9Bcx6iKCIWi+n+ezabBQDfQXMg3jgCfQA4oweNYRjTtyObzSKVSmFrawtHjx7FE088gWhUP7KZZg8YWb9XHLRSqaT0/4VCIVuEGYGGQLNb/KhLHI3iVoHmZgcNaNz+89/5MwQ0ZiqXy42XXXX/WaEYBNtEgHRb3tgsIKRdMnwUB+Kdh4rsFPRvHM2AYeSack2nouc8BYNBHDx4sCZhrz6YJJfLYXt7uyaYRO206QWTWLUfXhBooigiHDZvIDpNWqU4ZjIZ9PX1eUaQegn/J+JSnOqgAeY5SDs7O0in09jd3cXExASuXbuGSKRFVrWJ63dKLwg0tTAbHBzExMQEBEGwTZwB1d8BGj1hNBw0teCSZbmpo+ZWgeY1AuHq76GR6PdCUb/awCnljXqoRZpeQMh+PoK+WGMPWa6gfxNsx7Bqp9CuQ94qmCSXy9UEk7Asqwg2tesWCoVMFW6SJHlCoHnNQWsl0Hz3zJl44wj0AeCMHjSyHZ0KJFmWsb29jVQqhf39fUxOTuL8+fNtJUPRFmheLnGsF2bEMZubm8Pu7q5l6+phdP6aWdCYgwZUfy9kWcbW1hZmZmawt7enPCnXivB2q0DzynZruWekvBFA0/LGZu6ZHRh1nMTKXUHRrZPW65jRR9sqmIQ4bplMBktLSygWiwgGg5r9bZ22J3jJQfPCfgDGBNrAwIDrKxi8iC/QPEQwGIQkSdRPkp0IRVmWsbm5iVQqhXw+j6mpKVy6dKmjCwXNFEWAroNmlWDRE2YEmuEkdjtoNEJCdnZ2sLCwgFwuh6mpKdx///0oFouaT8oBYGVlBaIouioJzs3CUo+KwCIQrkAsceCCjcdp6Y5zxjp4QLVR9NyzZi6ZUeZSY0DI/Z+RHlYGHamDSdSIolgj3DY2NsDzfE0wifrhTywWa3lfQfvewyx6yUHzh1Q7F28cgT2IXokjUK05pnmSbKcHTZZlrK+vI5VKoVQq4fjx45iYmOjq5OgEB41WiqTZQqmVMCPY7WSp16Uh0OyK9s9kMgCAt956C8ePH8dDDz0ElmVRLpeRSCQwPDysvFeSJPA8j7fffhssyzYkwdW7bbFYzHGJa24WaOR4OP+dP6umNgrVz1bUmLtVUpU0diPOaASE6FEoBREN06/gcCM0SgMDgQD6+/vR399f83qrYJL6/jZ1MImf4ugsZFk27KD5OA9foHkIlmXBcRwEQTDUq2UVRgSSJElYXV1FOp1GpVLB8ePHcfToUVNOimR9O+djqaHdg1Yul7v+PkaFmXpdO4USgYZAA6y/ocpms0gmk9jZ2QGAmnEFevvLsiz6+voQjUYxPDyMI0eOALh7w0X+7O7uIpfLQZblmhst8sfsvpRewCphWS+4nBQQosU+H0FfXHtemVYfWjkfRCjWnaiTRBZswN3ump2jQlrRSTAJOY9IkoRsNguWZW0LJrECrzhokiRBluWmFRSZTMZ30ByK+4/AHkXvxOeEJMdmJY6SJGF5eRnpdBoAcPLkSRw+fNjUi1MgEFCCFGg8BaOZItmtOGxXmBFoOWh2C0Ot0A4z2d/fRzKZxObmJiYnJ3Hu3Dm8+OKLbd0s1JcK6t1wqQMF9vb2sLKygkKhgEAg0OC2xeNxy29Y3Hozp4a4Z/Woyxsrov65jnb/WTeIYnvn2p3tRMNrWrPQ5lJjDe9rhSwzlotRM3G682QkmGRvbw8AsLCwgFu3btUEk6jPJcFg0PG/615x0Mh9SLN9yWazfkiIQ/EFmovR6tlwQlBIMBhsKPGrVCpYWlrC7OwsOI7DPffcg0OHDllyUVIPy6ZxkqXZA9epYOlUmHW7brfQdNDMhOd5JJNJrK+v4+jRozWJpe32Zhl5v16gQKVSUUQb6UtJp9OKK6922uLxOGKxmKk3W24ucWwFKXVkuhBhxXxdWFLdR9/JjyKu43g1Qx0QUk8zF61d9sveiDpvhZMctHZQn0cGBgYwPz+PRx55BABq+tt2d3exuLhYE0xSXyrpFMdKlmXPOGik3aXZsZXNZnHvvffauFU+RnH/EehTgxOi9tWDokVRxOLiImZnZxEOh3H//fdjbGzM0idoLMuCYRhqs0xolzi24951K8wIvdSDBpgn0PL5PFKpFFZXV3H48GHNGX/tJkd2E7bBcVxDXwopb1LHd29tbSGfzwNAwxNyUibZa/wvr35b99+0+tCA1v1npUJtaZIVrhDP15bDx2Lm9c+aERDSC7hVoKmpVCrK6BOGYToKJqkXbUaCScyGlAV6xUFrJTR9B825+ALNxWjdiDlFoJVKJSSTSczPzyMWi+Hs2bMYGRmxrbSBtotFs8TRyM28WcKs3XXNxglzyTqhWCwilUpheXkZhw4dwpUrVxCPxzXf20lypJlOlLq8aXBwUHldkiQUCgVFtKnju0OhUENvW6ubLTenOJLtJuWNksiBvROlr47Xb4VUYSCW7l6W1eWSDeLMBPdMi3z+rqjqVKzpuWh689B6Ha8INPJwVA+9YBLyAIg8BFIHk8RisYZSSXUwiRX7QbbV7RgRaP4cNOfi/iPQpwbaAq1cLmNrawu7u7tgGAYXL17E4OCg7TXnNJMcaYvDZmubLcwIdgslmut2s2apVEI6ncbi4iJGR0fx+OOPNzxlrseKEkczUPeYjI3d7RMSRbHGbau/2ap329wcJkB4ZvYnYAJVYQZAEWf16JU3iiTVUSXCjAy4thqer4q1eLx9obbPR7reh+3F3rhxlCTJ9a5zNxH7oVAIoVCooU+2VCrVlFxrBZOohZsZ5xJRFMEwjOsFM2BcoPkhIc7EF2geg1ZISLFYxNzcHBYXF5UTJalFp4GXh0V3srZVwqx+XbuTM2kItE6GVZfLZczOzmJhYQFDQ0N49NFHG54it7ue3mdN24kKBAIYGBioOb7IzRYRbaS8icxuIwlwLMtid3dXCRNwE7LIAnX3dFKZA9MkYVBUxe3DwaEWrYSaGQEhWjBlFrKH558RvOKgmVkWyDAMIpEIIpGIbjAJOZ+sra2hUCjoBpO0I3690n8GVAVas/OoLMvIZrM1lRE+zsEbR2GPojcLjfR/2UGhUEA6ncby8jKGh4fxyCOPQJZlvPHGG7ZtgxZOcNBoxPzXCzS1MBsaGjJdmBHIzUUvCLR2Sg4FQcDc3Bzm5+cxMDBQE5dvFKc6aO2gvtmqn91GelKWl5dRKBTwzjvvoFQq1fSkqMsknXYje+7rfwGEUSPOpHLrG1VJcF+PC8+HEY50V6Gxn6/teTMctV9mPTus2ukpjkawa0i1XsCR+lzC8zx2dnZ0g0maJdN6JcER8HvQ3I4v0DyGXSmOPM8jnU5jdXUVo6OjeOyxx9DX1wcAyOVyjoj6p+mgAXSexBGBZpcwU68L2H+j4dQSR1EUsbCwgNnZWSQSCVy6dKnjp5Tt9qB10rNGC5ZlFfFVKBRQKBRw5syZmtltPM9jaWkJPM9DkiSlTFKdJhkOh+mVSYbrHGvVoVHvnklF1fnApZH6RT6ESLz1rEWhEETIwPt8fAfNDNTnEjWk5Jo4bhsbG5idndUNJhEEwTMOWqt9EQQBPM/7JY4OxRtHYY+i56BZKdD29/eRTqexvr6O8fFxzR6aYDAISZKoXnRoB3UAxp5emU2lUoEgCHjxxRcVR9NKYUYgP+dKpWJraZrTShwrlQoWFxeRTqcRjUZx4cIFDA0NdSUeOnHE3CLQ1Kg/I6Oz21ZXV5HP56nNblPcM4EFws2PQ7kLx8yugBA1zQ4hoyKtE8gstJ1U+w80ZIlxRO9eu3hBoDl1H7RKrgHUJNPyPI+VlRXkcjnlIeObb75pWzCJVbRKss5kMgDgCzSH4gs0j2FVD1o2m0U6ncbm5iaOHDmCq1evIhaLab6X3BQJgkAl5p5sA60+MJZlbY+dV4dPAMDly5dtEWYEkt5Fw82y++es5VBJkoSlpSWkUimEQiFTU0vrP9dW39OJJY5GabbdjpzdRtwzIs5KLBBs/B2QioHm88/qBJgbRIaVIq3XcKq4aQfaDlq76AWTzM/PY3NzE/39/eB5vmakCEmUVLtuTg45EkVRNx0YqAq0cDisey/nQxdfoLkYOxy03d1dpFIp7O7uNgzQ1YPjOKpzyAC6JY6AfUEhamE2PDyMhx56CK+++mrTk7JV0BJLNEscJUnCysoKkskkAoEATp8+bfqcPy3B1ez7u1mgdYLW7Dag+oSclEnmcjklAQ5ATUlTp7Pbzn39LwByUx2WquKsjpqSRg9S5EMI1Jd4qijzoYYyx/J2BEyMbgm805AkyVXiRgu3CTQtyAy3aDSKY8eOKa8T9548BCLuvTqYpL5U0gmpnK2qeEjEvlMFZq/j7atHD2JGD5osy9jZ2UEqlUI2m8WxY8dw7ty5tsQWrTRJQiAQQKFQoLa+1SWW9cKMOGZEONDqf6Mhluw+zohAI8IMAO69916Mj49bcqFrt6eMhpNpBmZ/dqFQCIODg7qz23ier5ndFgwGG9y2eDyuedN57ut/UfsCEWcq90wWmzgiLu0/00LggwjGzS2rbzngusJ46jP0HTTnoLUfave+/r35fF5x8OuDSepFmx1l12papThmMhlbK2182sMXaC5Gz0GTJKmjk6Usy9ja2kIqlQLP8zh27BgefPDBjnqK7AorabY+bYFohZukJ8wI5AkgjfJO2m6WHciyDFEU8e677wIATp06hcOHD1t6c+WFFEejWL3d6hhuNe3Obqt+M3d+xt0gV+x50l5esacC4Porn8V/v/xfbFmrGX6Ko3Nop3ec4zj09fUpAWnq71EfTKIuu64XbbFYzJLPrtW+kARH30FzJr5A8xhETAmCYPgXXpZlrK+vI51Oo1gsYmpqCpOTk1096XGCQPJSiWOxWFRSGbWEGYEM2KQh0GjMf7PLtZNlGZubm0gmkygUChgfH8fZs2dtualq1xFzq0CjeZPQanab+kbr/3z7P4BmVd6lO+ddlcPTtP9MAzl/99wr138sRualaXyUgTbKCts9fOpdNKFw96GeVpmjTy1ecdBotTSYiRn7YTSYRJ1OG41GG0oluw0maZXiSEocfZyJL9A8BsuyhsvrJEnC2tqa8mTn+PHjmJiYMOVJjhNKHL2wfr0wMzLgmFZAitMSFc1AlmVsb29jZmYGhUIBJ06cwPr6OgYHB227ofIdNDrozm5L3bzrnqlnc0nMXXHWLgXV13WrU3W+XsxrX+7bEW5mIecDNX1ohmehmQS/E8NgIm/beq3wgkDzwj4ArYM1ukEvmKT+QdDm5mZNMEl9qaSRsSKk2sMXaO7FF2guRu8XtFVQCOmfSafTkGUZJ06cwJEjR0w9udIucaTh5pi5fifCjNBLDpqVonB3dxe3b99GLpfD1NQUjh07hkAggK2tLVuFRCc9aE4SOl7iwlf+stY90xmcLBtxzPJ3RBnlUkkxHwDubEIg3rlYM9KLVt5uHjBlJWxAgtSsL5AiXhA3XilxtHs/dB8E3emXJaWS6rEiHMdp9repg0nItdgXaO7FF2guR+tmTE8cVSoVLC0tYXZ2FhzH4eTJkxgfH7fkwuAVB6tTOg0J6UaYqdem5aB5ocQxm81iZmYGu7u7mJqawqVLl2r6MO12CnvFQXNDH4QUufNzL985Z94RaEyJhRw0+JlrpD06BZG/c0sgM+AMBH80DULpdBtmE0DYfcdvp8iy7Kc4Ogga80u10OuX1QomWVhYQKlUQigUUr7GSJlmNpvFoUOHrNoFny6hfxT6mE69gyaKIhYXFzE3N4dQKIT77rsPhw4dsvSGyC9xbK/M0AxhRqAl0GilOJq15t7eHpLJJLa3tzE5OYnz589rRiXbnZKoF7OvJ8LcKtAAZ5U41nPhK38JhmMaesIYI4KroHqP0/SZzkde4YM1Is1IQIjABzX3z+o+NElkwQa0fycZRobc0MjnHMgx7ztozsDp+9EqmEQ9DxIAXn75ZSWYJBwO46WXXsL58+dx4cIFZLNZnD59msZu+BjAF2guR+tmjAg0QRCwsLCAubk5xGIxPPDAA6YNz21FIBBQaqhpQASaLMtUnswbFUlmCrN21zYbt85By+VySCaT2NjYwMTEBK5du9b06WO7JYfd0ishIU6nvmyRkaG4Yc3cM6bcxvmn7q0dBYSYSIWvOsdG3LRWlHn6c6HU7OSc0YdGzpluF2hecAEB5zho7VIfTJLJZPDOO+9genpaEW1zc3P4yle+gtnZWZRKJYyMjGBxcRHlchlnz57F2bNncfLkyY5+ji+99BK+8IUv4PXXX8fq6ipeeOEFfPCDHzT0tT/84Q/xnve8B2fPnsXNmzfbXturuO8o9GkJy7JYX19HMplEX18fLly4gKGhIVuFihMcLIDOPDCgKpKKxaLuv6uF2cjIiCnCTL02jTlYbnPQ8vk8kskk1tbWcOTIEUND2LtdsxN6pQfNySWOF7/8l4DBYDemzECOymDvuGZN+9HM7j8z4yPUcJsqfBBsxB8ubQXkXOJ2geZ058koXtkPkuCongc5MTGBn/zkJ5AkCclkEr/xG7+B++67DzMzM/j2t7+Nd999FyzL4syZMzh79iy++MUvYmRkxNB6PM/jwoULuHHjBp566inD25nJZPCRj3wEP/dzP4f19fVOd9eT+ALN5ahvakqlEmZnZ7G+vo5wOIxLly7VDGm1E9oljuQES+tpmF6Jo5XCjOA7aM0pFApIpVJYWVnB+Pg4rl692jCAtBl2C6Be6UEDnFviKN3piTJaKccWdG62XXwPLvNBMCYPpNaDLTHKZ86UWcg6YSwdfe9wBVKnaZsWQM5fTn5AYQQvCBtZlqk91DWbZvc+LMvinnvuwc7ODp555hn8wi/8gvI1yWQSb731Ft566627Mx8NcP36dVy/fr3t7fzN3/xNPP300+A4Dn//93/f9td7GfcfhT4oFAqYnZ3F0tIShoeHceTIEUiSRE2cAfQdNJZlwbIstW2oF0l2CDO9te3C6Q5asVhEOp3G0tISxsbG8Pjjj7d1AepkTTPwSxzpouWesQIDOdD4GbNFFrLKFTOU5ugi1CJNNyAkxwEJjfNPsfb9WlH77Lr752i1CykN9IJAc7sLKEkSZFl2vdAEjD2crk9xDAQCuP/++3H//ffjQx/6kNWbiOeeew7pdBpf+9rX8LnPfc7y9dyGL9Bczvz8PN555x2Mjo4qN/3z8/PY2tqiul20Y/bJNtCK2icC1U5hRvAdtFrK5TLS6bTS5/fYY481NFi3gxNCQsx8v1Nw8g0qI1a3TQ7KDeKMqTDV14suvDk1eJgwqoCQTp00Ns9BinV5flDPnWuBLDNgbO7Z6wQvROwT58ntwsZINL1baCXQZFlGNpul9iB/ZmYGv/d7v4eXX37ZE5+3FfifissZHh5ucAJazUGzA9oljgBdF0+SJPA8j5deesk2YUag6aCVy9YltWnRTBQKgoC5uTnMzc1hcHAQjzzyiNJAbdWaVtArAg1wXonjxS//JWTVPScraItIIs7kbnrKHBYQ0gxd9yzv7ht0GnhBoJEHVm4XaKIoKtU3bkcUxZrxMPXs7e1BkqSaodl2UalU8PTTT+PTn/407r33XtvXdwu+QHM5iUSiQYQ4SRzRSlFUb4OdqB0zhmFsFWYEGkIJcI6DJooi5ufnMTs7i/7+fkxPT5t6EWJZ1tYHIHqfq97vllsFmpMdND3YEgPZ6FUKP8LwAAAgAElEQVS0/p6P8oBqTYw22ZU4INzkd12vzNGnAa+UBgLuF2hecAEJoig2Db3KZDJgGMaUh5btsr+/j9deew3//u//jt/+7d8GcLe8NBAI4J//+Z/xvve9z/btchq+QHM5Wjc1TnDQAoEA9YZbOwVafSnjAw88gNu3b9suzgC6JY40etBkWVaGvS4sLCCdTiMej+PBBx/E0NCQJWv6PWjW4KTtvvjlv9R8nakAcqAqzrpCYmrLIls4Zka1kxS353efyQUgJ8w7vwbnI6hE7P35L6VHgMu2LtmAFxw0r4wKEEXRMwJNEISmPdbZbBb9/f1U9re/vx9vvvlmzWtf+tKX8K//+q/41re+hePHj9u+TU7EF2gexCn9XwDdmSJ2CDS9HrP9/X1q/W80SxxpOGgAlFLGcDiM8+fPY3h42DJHxu9B6x1knXsXIs6auWcNASESwJaaCDKTYHntjbZLuGnB7uiXWvU6XhFoLMu60gVX45UER6D1vVd9QEi3kHmihNnZWdy8eRODg4OYnJzEJz7xCSwvL+OrX/0qWJbF2bNna75+dHQUkUik4fVexhtHYg+j56BJkkTVrmdZFhzHUY/at2p9dSKgVo8ZzRLPXklxlCQJa2trAIDl5WWcOXMGo6Ojln/edg+q9ueg2Y+ee9YJHJmHRvkevF64dSPYmDu9eGa7aL2IVwSaF5wnLzlorQRaNpvFgQMHTDvvvvbaa3jve9+r/P3jH/84AOCZZ57B888/j9XVVSwsLJiyVq/gCzQPQhpDBUGgerKh7eRZ4aDVCzO9REDyuZMIZTvxeoqjLMtYWVlBMplULi7T09OGhkybAY0Sx3YFmltxkrBkKgyYO4ezFKpuV7XnTHsb6wNCOL1ZaJqL1f+9s/LGduByd89LlSZiTZ3g2BYG+tDqo/bbosIATcYYxF6JgQHAX8539v1tgsY1wmy8ItB6yUHb3d011UF78sknm56/n3/++aZf/6lPfQqf+tSnTNseL+CNI9GnBie4VwD9sBIzY/aNCjP12gCdJ3I0wjoA6x00WZaxtraGZDIJSZJw6tQpHDp0CN/97ncdPTjajPXUnyvDME1FmFsdNKcw/cfPggkzDaKpmTgjcEVVHL1KnzW4Zw7T0BzPATLTVKjpobhoBhIc9aL2g/PmPVyRJQbxV6PK3+OvxBwt0nwHzTl4zUFrluJodomjj/n4As3l6N2oOSUohLZAK5VKXX2PdoUZgdxE90ovGGCdsyTLMjY2NpBMJiEIAk6ePIkjR44oNzV2O1pucNDsDmsxA6c4f5X6WcmydiBIff+ZnjhzE9ydMshOhJpTUIszQiUbAhN3ZimmFwSaF1xAgG7PvJnIsmy4xNHHubj/SPTRvIGjXV7ohG3oRiB2KswIDMP0VFiHFevKsoytrS3MzMygWCzixIkTmJiYaLgRcHqqYrf0Sg8aQL/EcfqPnwXCaMvh4gp3AkOalNu5DY7n2hNpeu5ZjgNbtk98aIkzp+OFmH0v7APgLScQaD5wO5PJUJmB5mMcX6B5FN9B62z9boVZt+ubgRcctJ2dHczMzCCXy+HEiROYnJzUvXDScNCcXFLpZoFGmwb3rAlEmAHeEmcEjucgRRp/rxiNYd2MxHQ8pFvOm3Mb0kqcyXzAkS6aFxw0LwmbaNR9Ir8ect/R7GeSzWYxMTFh1yb5dIAv0DyA1g2ZEwQa7R60dvrwzBRm6vVpOll2J0iasb+7u7tIJpPIZrOYmprCQw891LLkxC9xbHy/G6EtLBX3TI1qc9T9Z1yR0Y3gb0lDIEj9363/DIwuwfEsKnE65bJsiYEUtv6zSKVSSCQSSCQSiEajtoslL5QHekWgeWU/SHljs2uBX+LofHyB5lFoiyPAHQ6aFcKMQCuohVxg7BZoRLh0sm42m0UymcTOzg6OHTuGixcvNm1w1lrXLmjMQeuVQdU0kVmAvfNMSwoBbBmQNA7BdsVZt/1oViQ4toMRkcblWYgtEhv1CG3evQ3hikxHw6r7/z2MTo/4crmMhYUF8DwPAIjFYopgi8fjSCQSCIVClp1LJUlyfd+T14SN2zGyH35IiPNx/5Hoo3nhoN3/RbahWCxSXV/P0bFSmBlZ30rIhdLuvoBORgvs7+8jmUxic3MTk5OTOHfuHEKhUFvrer3EsVd60Gg6f9N//Cyg+lVhy43vUYeANMOVASEtVCBNJw0AmDILOdT9+gd/EMHu1dpr0unTpwFUH2gVCgXkcjnkcjlks1ksLy+jUCggGAwqYk0t3swQJZVKpe1zntPwikDzyn60SnCUZdl30FyAL9A8SjAYRD5PN1qYtoun5aDZIcwINEscgerFxqgLZQZEDBq5yPE8j2QyifX1dRw9ehTXrl3reI6ZX+LY3fudhFO3mytB1zXzYv+ZFhzPKvPgtAjkuAYXLbTLQYzXfo1e1H5HVBj0/0dV3DBAxy4aUP29icViiMViGB0dvbtEpQKe5xXhtra2hlwup/Qr1btt0Wi0rYcNXuhB84ILCHhnDppRB21wcNCmLfLpBPcfiT6aFwMn9KA5ocSR9GKVSiXbhBmBVokjwzBUZqGpHTQ98vk8UqkUVldXcfjwYTzxxBNdN2Xbva9+SIi3mP7jZzVdL1Le2EycGSXAq87RLXrQZIM392LCfaMUzGbgZqhtx1IqtffD5DgO/f396O/vV16TZRnlclkRbTzPY3NzEzzPg2GYGsFG/l/PJfOCQPOCCwh4Zw6aEYG2t7fnpzg6HF+geRSnCDTaMfsA8Pbbb2NlZQWjo6O2CDP1+jQcNICOe0dmv2kJtGKxiFQqheXlZRw6dAhXrlxBPB43Zd1e7EHz4qBqGiWOl//gWUDHuOV0RigaEWuBvCrhUb1bLcVZ6++trJHTv6lvJt6MBoQwGqePQI5tWxgGeKbBRVPDldpLz3QCDMMgHA4jHA5jaGhIeV2SJOTzecVx29nZwcLCAkqlEkKhUIPbFo/HPSPQvCBsvOKgCYLQdD9KpRIKhYIv0ByO+49EH01olxfS3gYiCIDqychOYUag5aCRtZ0wC404l4uLixgdHcXjjz+ORCJh6pp+iaP2++0OiTEDu4VlRSXOWEE7FMQoSuy+6iOnFfBRL97sctu0yhybEV3q4BakzAIm9KNZAcuyiggbGxtTXhcEQRFtPM9jZWUFuVwOkiSBYRiIoghBEBTRFolEXPW76wWBRoY7u30/gNYO2u7uLgD4PWgOxxdoHsDJISF2CxR1j9no6ChYlsW9995ruzgDqvtfKuk8hrcY2rPQyuUyZmdnsbCwgKGhITz66KM1JUJmwnEcdUfLSrRKKls5aD6tIe4ZU2kM9mDa+PGq56G1M+DaTtSCjZHrBFubKrLeRePydNyfgZvGS+r6fxbA3v0iKiEgPpgHvxOzcMsaCQaDOHDgQM0NsSzLKBaLuHnzJiKRCHK5HNbX15HP52uEnrpU0qnujhcEGjmnO/UzbodW89yy2Syi0WjHfd8+9uD+I9FHE6eUOIqiaMuT/HphRhyz733vez3nYtFcm2VZzM/PY2NjAwMDA3j44Yctf0pHSzDZ5VB1ErMP2D9moVvs3lY5ALBiVZ+o3TOuDEiqK6NWSSN3JwjQlYmNuCvYXNvHVnbpB6+CYRhEo1FwHIdDhw5heHgYQFXs5PN5xW3b2trC3NwcyuUywuFwQ5JkLBajXiLphVluRoY7u4VWKY67u7s4cOCAq64PvYgv0DyAXkiIJElUn2yRE0Srk0U3FAoFzM7ONggzAu0+sF4Rh6IoYmFhAcViEXt7e7h06ZJtCVE0ShwB+wRQfYmjKIqYm5tDqVRCX18fEolEzU2aWqC5Dbu2+fIfPKt59eM04vUb3kNvcojpBHIsIANior3P3UgvWmjXuuvOgTcDXQe3OIX6HjSO49DX19dQ9VEul2vSJMnsNlmWa3raiHizcnZbPV5w0MhYGtpi1wxalTiSiH1foDkbX6B5FCKIBEGgduIk61oh0FoJMwLNJEna4tCOtSuVChYXF5FOpxGNRhGLxXDq1Clb43tplDgC9qWvEcdOkiQsLi4ilUopn/XS0hJ4nockScrNWSxWLd8ql8tdJ2TaiZ03C/KdK5+6uq+VOOOKXaY5tggIsQO9gJBAjmkp0tiysQ020ofG5jmEd6z/AGQ4tupUwei8ylAohFAoVBPsoJ7dxvM89vb2sLKyYvnsNq19cLtA80r/GdBaoGUyGQwMDNi4RT6d4As0D6B1Y8OyLFUHB6huF+mFM+tG0agwI9AUaF4ucZQkCUtLS0ilUgiFQjh79ixGRkbwyiuv2CqWALoOml1UKhW8/PLL4DgOZ8+excGDB5UbCq0BuwDw4x//uKEkisxp8sJT4k557LONyY1q4SLVXRUNO2ZdJDJ28n6zCeSqGyAmZM0Ex8b3s7olnoFc7Y1uqyTHdjjwprduW7p50KOe3aZGa3Ybz/PKtbjebWt3dls9RkWmk/FKgiPQOsUxk8n4ASEuwBtHo49m0puT+tC6pV1hZvb6neDFEkdJkrCysoJkMolAIIDTp09jbGxMubjb7WYBdOagAc3nvZmBLMvY2NjArVu3UKlUcOrUKRw+fFhJfSPUD9iVJAnf//738eijj9bMalpcXEQulwOAhifriUTC1qHmetgpelkBqLTImWCbnD7d2n9Wg8bHHcgxqETdUx7LSO7+WVjhxLea3UbE29bWljK7rX5uGymTNILvoDkLoyWOPs7GF2gexglJjt1G7RcKBaTTaSwvL3c0x4ymSKJZ4mi2aJFlGaurq0gmkwCAe++9F+Pj4w1PXe12s8iadh7ndvR47ezs4NatWygUCjh69ChmZ2dx5MiRmveQxvynBm4or307+5UasayVHEfmNO3v79fMaVK7bX19fUoAgV2lh3as89hnn1XKFIk448ra8fpdlzS6GDMdL6fz2GeexY8/+VFq69sVsNFsdpvagd/d3cXi4iKKxaIyu00t3mKxWM32SpIEWZZdL2684qCR7IFmD9wymYw/A80FuP9o9NHFKQ5aJ9vQrTBTr+81F8vOtWVZxvr6OpLJJERRVFwcvSe+NPaZxlwyq5Ijs9ksZmZmkMlkcPz4cRw7dkwZWQBASY+UJAm/OvwbDV+vFmt/hq8BqIo29bbH43HE43GMjo4qrwuCoNyg5XI5zM/Pg+d5AGhw2qyM+7bLQWvmjOmVNPaaWDMi0gI8IGrMmw9ltF83AldkUIlU12VLDKRw9f+ZMouBW907TZH/MQD8Yrbr72MGRNzQLA9kWVY5J6hnt4miWOO2qWe3kTJJUh5Jvo+b8YqDRq6/rRy0iYkJuzbJp0N8geYRvFLiaJYwU69P6zOgLQ7LZQORdDrIsozNzU0kk0mUSiWcPHkSR48ebXkRpuWguX1NnucxMzODjY0NTE5O4vz580p5kSAIiiiTJAkf7Ps/2vreatGmRi3cgsEgDh48WPNUtf7J+vb2thL3HYlENHvbnJwKpnbP1KjdM4Zey66jMRoQYpTYMoNKB23JrNjYI+hmyDnEieImEAhoOvClUqnmYc7a2hoA4Ec/+pGrZrfV4xUHTRRFMAzT9JjKZDI4d+6cjVvl0wnuPxp9dOm2vNDObTBbmBECgQAKhULX36cTSICDXWl/9Wt34mTJsozt7W3MzMygUCjgxIkTmJiYMPxksRccNED7gUgnFItFJJNJrKys4PDhw7h27Zru8NBfjn+k6/XUaAk3tWjTe7Ku7mtT97GQ99eXSRq96aEt7rhi6/lnrQjk73xtq1/3FruqDgwRTZqprJfg2PA+1a9SgGc0yz/NhisBlXDz9xx823kiplucLNC0YBgGkUgEkUhEmduWz+fxk5/8BJcuXWo5u02dNOu0ffaKg0b6z5qdT/0SR3fgCzSPoPXL6IQetFbbYJUwU69P08UCqidMo83WZq7drmjZ3d3F7du3kcvlMDU1hWPHjrX9RNHuwA6aa3YjCknZ4vz8PEZHR3HlyhXE47U1YbIso1Kp4FcG/3O3m2sYI25bKBTC4OBgzSgFSZKU4bpEtJEbNHU5FPkTiUQ0z1lWlTg+9tlndf+tm7lmRJBZmeWurKGBWeKtGeoh3mq4O8+99MocnUzkfwyg6IAyR7cJNC2I86Q1u62+dHp3dxe5XE6Z3VYfVmTn7Da9/XA7rRIcAWBvb88PCXEB7j8afXQJBoPI55tc3W0gEAholtrVC7PHH38ciUTCkvVpCzQafWjthKOQvqfd3V1MTU3h0qVLHSf6cRxn+0MBN5U4iqKI+fl5zM7O4sCBA7h8+XLDPBriusqy3HY5o1UYcdvITZaaerdtc3NTcdvqRZvVvyfEEWPLgHTneYmROPl6AnnnpAZqiTfDos3mDBCnBY8UZ/uBOJ0eYQKprqDtHndDswRHrdJpMhaE9LapZ7cFAoGGuW3tuPDdIIqiq+ZG6tEqwVGWZWQyGVtnlfp0hi/QPILWCd4JPWj1ItEuYUagKdAYhqEWFGLEQdvb20MymcT29nZD31OnuNHN6oR2Q0Lqh0w/+OCDNUlqQG0AiFOEWTO6cdvUM5o2NjaQTqchCAIYhsGbb75ZUyKp57YZ5fHff1a50qnFWT3Nepu4UsfL204gX1vOKJjgbrXjkoUy3a9XjxfLGwH7ht1bSbsR++qxICMjIzXfR31eWF9fRy6XU2a31bttZve8esVBayXQAD9m3y24/2j00cUJPWikxNFuYUagPayblkBsJgxzuRySySQ2NjYwMTGBa9euIRxu0QDSxrpucbO6XdNIOZ4sy8rcOI7j8MADD2B0dLTmxsJtwqwVRty2+nIoWZaxtbWFn/3sZ+jv71eEWz6fB8dxDW5bPB5v76ZQbHTL2BIg61wBuTIgRoHAnTI+pzhmnRDk7/yPbG8pop6oiy3fGQNRgKGgELbkXnepFV4QaGaNCWhndht56NvN7LZ6vNSD1qwCRpIk7O3t+T1oLsAXaB7BqQ6aJEnY39/Hyy+/bKswI9CcRQbQi9rXWjefzyOZTGJtbQ1HjhxpGkjRKb3ioLVak6Rg3r59u2HItPo9XhJmzWjltjEMg1AoBJZlcezYMeXfK5VKTW/b2toacrkcRFFELBZrEG7hcLjmM37iE88CITT0iLEGHLGA0Wyhuu9tZkCIadx5lhC4I9b0hBqjcUiz5btfq/d1Rh22AG/ezjEV948+qFQqrhdoVu5Dp7Pb6t22+tltevvRCw5aNpuFLMt+iaMLcP/R6KMLzZAQ4pgtLS2BZVnbhRmBZokjWZ+2QCsUCkilUlhZWcH4+DiuXr2KWMyadIFecdCapTju7Ozg9u3byOfzOHnyJCYmJmpuYHpJmLVCS7hdyV5R/p/jOE23rVwuY39/v0a45fP5hh6WSv3DdPmuONNzzwLF5iLLzW4aIcDDdketUwaSxkUdA9tb67rCCw5auyWOZtBsdpu6THJlZQU8z6NSqShhRWrxpi6f9pKD1kygZTIZ5bzq42x8geZhaDho6lLGsbExnDt3Drdu3aIizoCqQCLzo2hcCGmVWJJ133nnHSwtLWFsbMwWkUxDLDlFFO7t7eH27ds1Q6bVF0oi6CRJwv+aeMbW7XUTRtw28lSdRH0DjT0sv/qn/1/VPTMAK1b/aOEFQdaAylFrR6SR93N0JpdYQu4eeg/wfIFmLoFAAAMDAzXBS/Wz23ieV8qn1aNByuUyCoUCBEHoOCTLCQiC0JAIrCaTyWBgYMD1x10v4As0j6BX4ihJki0n0HphRsQAafKlBblBphF1D9ARaOVyGfPz8xBFEaVSyfTRBc3opTloZM1mQ6YJJDK/1x2zbmjV26buYbn6fz97NwzkzqmRFbw15Ngs2hVpeuIswFc/42ZYESDSKcM3ga2LHCSKSY6+QLMerdltQONoEFEUMTs7i9u3b7tmdpsWRkoc/YAQd+BfrjwMeQokCIJlJ1A9YUag7WCRCGNaAs3OEkdBEDA3N4e5uTnlCeLFixdtjXB2Yj+YVWuWy2W89dZbTYdM+8LMWvTcNua3Hgd7xyVqNmiZpDOqe5nc7pgZHUitJsAbC+wAqn1qnX5GgSIgttH2euBnjG4pqlkkZujdBpkVsEETpws0PdSjPmRZxsLCAqanpxEIBGrctqWlJfA8D0mSHDe7TQsjJY4DAwOO2mYfbXyB5hG0ftlYlrXMwWklzAhEJNISSAzDUJ+FZrVAU8/W6u/vx/T0NBKJBP7lX/7F9sbnXnDQyuUy8vk8bt++rXvskx4zv5TRfjZ/6/GavxNXR+2esRUAHRymDcLE5IAQSzAo2LRSFdnGEZZt0ekQa67IoBKxp5vML3HsDq+ITKD6QNXo7LbV1dWGvlci3uya3aZFqxTH3d1d30FzCb5A8xBawQVm96EZFWYE4mAJgkBFoAH0khTJ2laJw0qlgoWFBaTTacTj8ZrZWkSw2C3QaEbey7Js6VNBtRAmaYP3339/zXucOGS6F2nH4WmWBGi3m2ZJgqNBWBFg9wGBUnYAVwIqGtM+GFE/0MXteCXF0e3ph+T+QE9oGpndRnrbyEzHSCTSMBokFotZ7lz5JY7ewd2/VT4tMSvJUZ0E2E7gBG0HC6Cb5GhFkiYZepxOpxEOh3H+/HkMDw/XnPgZhgHDMLYLU1oOGmDdk1ytIdOLi4s1s+P8ZEZnUO+eacGVO49nZ6S6odX1Dlqre68W/27GUOmWtDCmgi1EWiAPCDZkPh34mbk3sv0/c97tjhccNLeWOKoRRREsy7b9s9Ca3QZAmd1G/mxvb4PnqzMu1C6bukzSzH1pJdD8GWjuwHlnLJ+OscJB61SY1W9Drwo0juNQLBZN+V6SJGF5eRmpVAqBQABnzpxpGHpMYBiG2kwyrwg0WZaxurqKmZmZhiHTy8vLilNG+sz+U/+vm7a2T+cQ14srQ4nZZ6Tq34H2HLN6QWa1o6YMldbAFvFGtqOFSAvm2hdpsbXutsksKqG7xwJAvwfNF2j0MdsFDIVCGBwcrJk1pp7dxvM8MpkMlpaWuprdVg8JhWvVg+YLNHfgCzSP06lAM0OYEWjOYyPr0xRo3a4tyzJWVlaQTCbBsizuu+8+HDp0qGWpBA03i+M4W8oN1agFmhmoh0yLooh77rmnYcg0cSf9ABDnsHvjsZq/N8xAawOOPFNp4xC2ujxRS7zVi7ZOAkL0aLf/LJyt/ldoY8SiVt9bJ3QTXEITr/RvuX0f7JiBpp7dVr+21uw2URQRi8Wazm7T2g8ALR20qakp0/bLxzp8geZx2nWvzBRmhF4vcexUJMmyjLW1NSSTSUiShFOnTmF8fNzwE1cvlhtqQS5WZuyresj0iRMnMDk5qTlkmmVZfPzCZ7pez8c8xEj1OCDuiBGBVu+mcU3M7lYBIS2xQMDVizaxXhx1IdiCvL2unZoDMzIqQe0PjBXbG5cgg042ixG84KB5RWTS6qNrNbuNiDet2W1q8Ubu9Uj1jB6+g+YefIHmIbSeqhh1r6wQZoReL3Fsd21ZlrGxsYFkMglBEHDy5EkcOXKko/p4Gg4aYO9TVXJB6sZBUw+ZnpqawtTUlD9k2kVkP/JYNa1R406cKzWP2g+o5npJ6kPWqXf1TQjk7/5/g1hrgt6Q7mYYLXPsNMnRLmimOHolYMPtAs0OB60djM5u297exvz8PEqlEsLhsOKura+v685u83vQ3IO7zww+LQkGg8jn87r/ns/nkU6nLRFmBNoljjSGRRPacdBkWcbW1hZmZmZQLBZx4sQJTExMdHzh4DiOSqIiYF65YTvr1vdfGsEfMu0NxHB9Wsfd3jG1OKt3zHTFmQcI5KE4aIpYa/NXxCwXLdCkt66X8YKD5idR2od6dpsaQRAUl61+dtv29ja+8Y1v4MyZMzh37hxKpVKNW+fjXJx/RPoYRstB0+tBs0OYEZxQ4lgqlVq/0QKMulg7OzuYmZlBLpdTSuu6faJHQ5jSCidp1y0sFotIpVJYXl7G4cOH8cQTTyAarW2G8YWZO8h+5LHWb6pDKWV0932lYYizJnbZ7xXQf9bXlNC+6nu0OazaavyQkO7wHTT6kNltgiBgf38f09PTkGUZxWIRMzMzuOeee/Af//Ef+Lu/+zssLS3h6aefxsWLF3H+/HmcO3cO58+fx9mzZ9HX196MjZdeeglf+MIX8Prrr2N1dRUvvPACPvjBD+q+/9vf/jb+/M//HDdv3kSpVMIDDzyAT33qU/jFX/zFbj8CT+ILNI9TX15opzBTb0OhUGj9RosIBAJKxK3dtBJJu7u7SCaTSuPuQw89ZNqTPBoOGkBnFhrDMIbWLJfLmJ2dxfz8PEZHR5sOmfZnmbkDxT0zUJJY02Nm4n0xzfll7dCJI9bsa0iZIwkIAYBgvr2gEDVcCehbsGdANSF/2N711PgCzRm4xUFrhSAIyn4wDINoNIrz58/j/PnzAKrH28jICJ577jns7+/jzTffxLe+9S38/u//PtbX1zE9PY1XX33V8Ho8z+PChQu4ceMGnnrqqZbvf+mll/D+978fn//853HgwAE899xz+MAHPoBXXnkFDz74YGc77WHcf0T6KDRz0NTC7NChQ7YIM4ITHDSnlThms1kkk0ns7Ozg2LFjuHjxIoLBJo0yHUBrQDetcJJmAk09ZHpgYACXL19uKPPwZ5m5Dy33jCvfDZhQlzcGijIkrjMl5cSAkE4hwSK0AkCcghhjMHxTRn6U3g/H7QKNnC/dLtDc7qARWs1Ay+fzEAQBV69exdjYWM2/bWxsYHFxsa31rl+/juvXrxt+/5/8yZ/U/P3zn/88vvOd7+Af//EffYGmgS/QPI4oisjn8/jBD35guzAj0O5Box0SIkmSciHe399HMpnE5uYmJicnce7cOVOHVNavTUOg0Spx1BJoWkOmh4aGat7jCzN3QsQZJ1QdkEqIqRFnatoWZw4SVB3TaiD1HWdMKyCk/rUgr+8SBnOdbZ6P+xMQyTnXzfsAVB00q67DdvhGoJMAACAASURBVGJkSDUAHDhwoOHfRkdHMTo6atm2aSFJEvb392vmxfncxRdoHoU4ZsvLy5BlGVevXrVdmBF6OcWRnCz39/cxNzeH9fV1HD16FNeuXUMkYm0jBk0HjUZIiHrNZkOm1e/xhZm7UTtbXLlRkQSKxsrXvBYQYpQgD1TC1q4R25AhRo0p3oGUBOmOwOYE/ah9AlNpPnjc6bjdQSPXFzfvA9Ba2LiFVvuRyWSUSH4n8MUvfhG5XA4f/vCHaW+KI3H/EemjwDBMQynjI488gldeeaUhAMFOaJc40kxxLJerQ5l+8pOf4MiRI5phFFZB00GjJdCMDJn2hZn7MRIMEijJ+vOy2ryfZCQgULgr9uT6cnIdHeGkMkJG51eS5rwzwLxh1W7E7QmIXhFoXuijA6oCrdmD30wmg4GBAd1B13by9a9/HZ/+9Kfxne98x3bnzi34As1DlEol/PCHP6wJ/yA3yoIgUDsBOaHE0W6hok4JBIBLly5hZGTE1m3gOE4RiHavS6MHbX9/HwsLC02HTAP+LDOv0NAXBiiOS1Nx1oJgXm4s51P93ag4A+72e+mVBzplPpgRkab3ntBe437UB4UECsZdtF7CCw4ax3GOuOHvhl5y0Jwg0L7xjW/gox/9KL75zW/i53/+56lui5Nx/xHpoxCJRHDt2jWEw3drVliWpeogAXdLHGVZpnJiIA6eHeuXSiWk02ksLi4qKYH/9m//RqW+vVcctL29Pezv72N3dxcnTpxoGDIN+JH5XoL/lUd1/y1Q0i5pbNV/Fsyr3bG6f+zylNEs4bHZfDCniDcnwIiAbPBuhUHb496o4RWB5na8sh/qFEctMpkM9SHVf/u3f4sbN27gG9/4Bn7pl36J6rY4HV+geYxIJNIwsNcJDhbNtCc71ifx7QsLCxgaGsKjjz6K/v5+AL2Vpmjnuuoh05FIBJOTkzh16lTNe3xh5j3UTgwr1CY1Gka6K+a0nDgnoCXeDIu2DhRKs9AQOxhI2T8ShDZuDwnxirDpFQctm82aOqQ6l8shmUwqf5+dncXNmzcxODiIyclJfOITn8Dy8jK++tWvAqiWNT7zzDP4r//1v+Ly5ctYW1sDAESjUX94tgbuPyJ9WqI3rNouyAmDVpklWd+KKF1BEDA3N4f5+XkMDAzg4YcfbkhIouVg0khTJOta6aBpDZm+fft2QzmjL8y8R/6py2DFqivF1B3aej1WaoIFZ4uyVtSLtm5dNq20xmahIe32q8U2tJWi04ZV08LtDprbBSahV4Sm2Q7aa6+9hve+973K3z/+8Y8DAJ555hk8//zzWF1dxcLCgvLvX/7ylyGKIj72sY/hYx/7mPI6eb9PLb5A8xgMwzQ4aLQFGu0yS5ZlwTAMRFGsKf/sBlEUsbCwgNnZWSQSCVy6dEk3KpZGDxzNda1y0ARBQDqdxsLCAoaHh2tGRqhDQvwh096E/5VHlYQ/AnPnVMeVUdNzVt9/FlQHfLj3frgBItjI5yDoBPUaEa9N18m33g6tPjSjcIX2t8lMHvvMs/jxJz9q65rkXOVmgeb2kBPg7sO8XnHQtCL2O+XJJ59suN9UUy+6vv/975u2di/g/iPSpyW0BRpAP8nRrPUrlQoWFxeRTqcRjUZx4cIFDA0NNe1t66V5ZFasWz9k+pFHHmkohyBr+q6Zd2EqMqARu861yMEJFGTIHQ6orqedgBAakJlk3aQyBnP6Qq+e0F7n66hJrPRmeSPg7gRELzhP5Frlhf2QJKlphH4mk8GJEyds3CqfbvAFmsfQEgq055ABzuiD6+YzkCQJS0tLSKVSCIVCOHv2LEZGRgyFjtASp24PCVF/5pFIpOmQaY7j8H9d/GzXa/o4E7V71ix0g1ATid+GOLMzIMQsGI0H2IpQs2D0Je1YfqBamtlpSqdT8AWaMyDXSLc7aEb2I5vNUg8J8TGOu49IH0PQFkdkG2g7aJ2IFUmSsLKygmQyiUAggNOnT2NsbKytNMheGhhN1u0m3l89ZJplWZw5c8YfMt3jaLlnamGivlkPFIxH7Hup3FFB9bkQoSbGtN9aDyvc/TqzxZ0ftV+LL9CcgSiKShuEmxEEASzLNj2ezC5x9LEWX6D1AMFgEPl8Gw0BFm0DbYHWzvpEJJCEonvvvRfj4+MdncRp9d/RXLcTYUiGTM/MzEAQBJw6dQpHjhzxhVmPk3/qMmSWAVuuKo9KmAFXkiGFGn8XW4kzTwoyAwRzMoRE7edldVpjdFOyVZAxUnc/31dffRWJRKLmT7NysW6RJAkMw/gCjTK90n8GOCNm38c47j8qfWrQK3F0goPmhhJHWZaxvr6OZDIJURRx6tQpHD58uKuLKM2wDhKYYefTwU5KHHd2dnD79m3wPI+TJ0/6Q6Z9dOE0Zp2pSxp9amGk6mcTzFX/Wy/U9CAumlZAiFaZo1ZQiBEGZqvnxkq4ul2sIDeEwdjB5OQkcrkcdnZ2sLCwgFKphEgk0iDaotGoKedTtweEAN5IcbQi3ZkGrQSaLMvIZrO6YWY+zsMXaD0AbfcKoF/i2MpNIu5NMplEqVTCyZMncfToUVMuoN2W/HWzLnGc7BRo7ZR07u3tYWZmBjs7Ozh+/Dimp6f9IdM+CvmnLmu+rnbPuKKk22dmVjiIlwjmZFQixj6XZumNZgWE2InMNY5nIIyNjWFsbEz5uyAIyOVyyOVy2N/fx9bWFnieB8MwDaItkUi07cJ4QaBVKhVLXUY76DUHzS9xdA/uPyp9anCqg0ZbJOoJRFmWsb29jZmZGRQKBZw4cQITExOmPlGjGRIC2B+FbMRB43keyWQS6+vrmJycxLlz5xAKhWre4wszHwCQ2SYJqU3EmRGCfJP4/bpvWw38aMOpYxiU49YKRK2AECNwRWMirduywW7hBBmVLty00X8vKv+/+WDzwWtPDdzAt7NfUf4eDAZx8ODBmpIwSZKQz+cV4ba1tYW5uTmUy+Uat62vrw/xeLyp2+aFiPpKpYJIxN0D7bzkoDUTy6IoIpfL+SWOLsIXaD0A7fJCsg3FYrH1Gy1cv14k7e7u4vbt28jlcpiamsKxY8cseZJGMyQEsP8pZ7P9VQ+ZHh8fxxNPPIFoNFrzHn+WmQ+g754BVWGmRatwkEBepWhsMNdCvLaCsky4tSHYgrwMwaLtiG62LnEOFIH4qjXnxdGbjdeakTcK2LpQPddUQnfHM8Q2ZORHq5/DUwM3Gr5OLdpYllVEmJpyuayINiLceJ6veT/5E4/HEQgEPOOguV3ceMVBEwShZYIjAF+guQj3H5U+NTjVQaNd4hgIBJSglGw2i5mZGezu7mJqagqXLl2yVMDQCusgDeh2i0MtB63ZkGmCHwDiQyhffxhA1UERw0xXTkogXz0WmzlxdmO7cKuDvXNKUIs0ts1LRDAvQYg1Fxg0khtH1OKMQY1oHf7pXZFmlFaiDQBCoRAGBwdr+nuI27a/vw+e57GxsYF0Og1BEBCNRhEKhSCKIjY3N5FIJBCJRFyXJOgFgeYlB62ZQMtkMggGg4jHKc/I8DGML9B6gGAwCEmSqD6xc0KJY7FYxBtvvIHt7W1MTk7i/PnzDWV1Vq1Nw0ED6Lh36jUrlQrm5+eRTqd1h0z7wsynHjlQFWUy2yjOSOgF0LzHrBom4q7wEC3h1o1oU39WndKO09ZpUEg3MJVqbxlQJ84sREu0AcbctlKphFwuh7W1NeTzeaTTaeTzeXAch3g83lAm6WTx4IWQEK84aK1KHEn/mdtd217C/UelT0vIL60gCAiHw1S2gWaZZS6Xw8rKCvb29nDs2DFcu3bN1s+BVokjrbVZloUoilhYWDA0ZNoXZj5qhF+Y1v23QElq6qTVDKhu4z7EWP8ZHRTRdifJtJww9wYryMuoaIwsAPTTMUP7+iWMAV5/rW4cNUYE5CZ3LMM/LRoqW2XFam+dFRhx28LhMMLhMARBQKlUwqVLlyBJEnieV0ok1W5bLBZrKJMMh8OOcNt8B805iKLY0C6gJpPJNDwc9XE2vkDzGFonbZZlwXEcdYFmt4OWz+eRTCaxtraGgwcPoq+vD6dPn7Z1GwC65Z12CzRZlrGzs4NSqYT5+Xl/yLRPx6hLEgOl1nfUrNBOgEcnW9QGFt48h3J15cNxE5Jmy/oizSr650XT1hz+qXHnbPineWyfMzi52wT03LY/feezipvBsiz6+vrQ19en/Lssy0pv2/7+fo3rFggENHvb7BYaXgk6oXVfZCZGShwPHDjgCGHvYwxfoHkQhmGUuVEE2kEhdpY4FgoFpFIprKysYHx8HFevXgXP8/jZz35my/r19IKDph4yXSqVwLIsrly50jDLjPzxZ5n5aCH8wjSksP4NX717FlCFhUhNyh2d1H9mNkG++hmYIdT01zBe5hjMW2RP6TD0ZsFSQWwVv3PmvzS8pnbbGIZR3DZ19UGlUqlx29bW1pDL5VCpVBCNRmtKJBOJBEKhkGU35b6D5hyMljj6uAdfoPUItINCiItk5UyuYrGIdDqNpaUljI2N1QRRlEol6i6W3fPI1GtbiToN8+TJkxgeHsYPf/hDRZyRhwV+ZL5PMyrvfUj5f0aQId8ZXKzXR8U1ccxoRsPTgjhr5RZCjdU4HXBlGVxZbrt80khQiBOR2WqZoxhjapM9KWOkt43jOPT396O/v195TZZlpbdNLdzy+TyCwaCm22aG8+UFgealHrRWKY6+QHMX7j8qfRrQctCcINCA1k95OqFcLiOdTmNxcRHDw8N47LHHakpFyPq0XCyy7zQuBFamONYPmX7ooYeUMBbilAG+MPMxhhRkILMMGEFWXDS2JEHW6DkLFCTIAfe5JnYQ4o0JNZr0zzc+LONKMirh9n6mQ28WzNokR9Oqt41hGEQiEUQiEQwPDyuvE7eNlEiurKwgl8tBkiTd3jajkDJ1tws0rzhorWL2M5mMH7HvMnyB1iN4UaAJgoC5uTnMzc1hcHBQMyFQvb7VDp4e6nlkdgs0K4RpPp/HzMwM1tfXMTEx0TBkmuxvqVTChw5+1NS1fbxJfTAIq9NzFijozD9rZ1h1fQCIgwNCFOT2XZ7w3h2hljC+A6GcpLho9QEhpMyxWUAIAATzMoSYqn+wSTCIXu8bK8iQWoxVMFOcBfOmfSvb6MZtKxaLitO2t7eHlZUVFAqFBretr68PsVhM020jD+HcLm684KDJsmzIQVOLdx/n4+6j0kcTLQFCew4ZwzCmbYMoipifn8fs7Cz6+/sxPT3d8skQbReLYRiIomh7M7KZDprRIdNA9eftizOfdtDqE1O7Z4zYWSlaq/4zRqoTfkyX/VwO64cK5eS2RFo3xLZan2v0kiHbYfCdqjhrEM8yDAfAjLy2h90zfa3f6DKMuG3RaBTRaBQjIyPK66Io1vS2qd02dfw/+UPuM9weEuIFB02SJMiy3NJBu+eee2zcKp9u8QVaj0DbQQO6DyqpVCpYWFhAOp1GPB7XjG7Xg5yAWz1lsgpaJZZm9KC1O2T6P/X/elfr+fQWzWL1CWxJqpl51k55IyPJtQKsTrBpOWQkeEOL+vdbGc5hFKaF5mlHpKldtHqCGnPaXNOHxjCALEPSOXbyT11G7Nuv2LxR9mDEbQsEAhgYGKipQpFlGYVCQSmTzGQyWFpaQrFYVCph5ubmFNGm57Y5GS84aOTBt9+D5i3cfVT6GCYYDCKfp1vH0amDJkkSFhcXkU6nEQ6Hcf78eQwPD7dVqkhGDdAOCnHTuvVDph9++OGGE7wfme/TDdK1B5v+u16pYzO4Yt3XWGweNRNzQsI5T+ZDOe1SQ67cKLrMcLn06FsUUGmS1NkK4p75dI8Rty0WiyEWizW4bVtbW3j33XchiiKWlpaQy+UAQOltIymSiUTC9L5zs5Bl2RNBJ8QFbCaOs9ksBgcHbdwqn275/9k78/io6nP/f84s2cOSQBICBBICCWsSBEKQol65pV5ra73tS73XFqu2t/3JJqAVr+DWFpRqRW1Fr61oe637cut2tVgFl3plCQhJSCYBQlYC2WbJbOd8f39MzuGcM+fMkkwyyczzfr14mcycM+eMSWbOe57n+3lI0GIQLXEZCRW0cKP2BUFAc3Mz6uvrYTKZNGdqhUM02zyjdWyj0Qi32x3WPoIgoKmpCfX19UhMTERpaalf7zqJGREJmLE/DIRn4A0cjB4BvNl3mzy9kQVYY2ZwCZBfloykSH2zTfvDkaEWN07nM5kEqwB3enA5MvAsvHV9Q4jRw6TxCtxAXkI5+FofVQiJdPmjRajVtpSUFJhMJhQXFwO4UG0TWyS7urpw5swZOJ1OJCYm+rVIpqSkRH0ml/jhZSxU0AI9B8YYVdBGIaP7t5IImeGcQ6ZHqC2OjDG0tLTAYrHAYDCgqKgIOTk5g34xj4d5ZFrHFYTQqhCMMbS2tsJisYDjOMyePRvZ2dk0ZJoYEsTqmcHDAAMUcmZ0CUFDIgDA2CeEF6kfrL0xyCEjFRiiJW660jaAgJBAhCJppj7tlsgEKx/Vls6Maoe2rDM24tb+xRpa4rb5vQvrjOXVtqysLOl2j8ejiP9vbGyE3W4HAM21bcNZbROviUZ7BS1YgiNAKY6jERK0GGSkVtCCVZEYY2hra4PFYoEgCCgsLMSkSZMi1tMezQpatNorQxFDxhjOnTuH2tpaeDweFBYWIjc312/INOCrrtGQaWKwcEvmw+ARwBsNgOrP2xikrdHgYYDODDS/6tkoumYPS9oGSaiVtFAxOwSYZfPE1EmOkYTjWcCKajiMr7LGZFDIcPGbK54B8IziNnmlDfBde4wfP14hB4wxOBwOSdo6OzvR2NgIl8uFxMREpKenIzU1VWqTTE5OHpJqm9jeGO1K3mAJtYJGgja6IEGLEwYb0BEJ9Kp4jDGcPXsWFosFHo8HM2bMwOTJkyO+2DjaLY4jcQ2aesj01KlT/T5NFPv0qWJGRApmNIBP8n/7EeVMr3pmdAoRuzgfDailTat6FSwgRI8EqxBw7pheWIjZLoRdRROj9tPPDPw9KKM6cmuoJxzxf6xAg8+J0AmlRZLjOKSmpiI1NRXZ2dnS7epq2+nTp6Vqm7rSlpaWNujWxFhIcASCC5rNZoPX6yVBG2WQoMUgI7mCJl8PJVZu6urq4HQ6UVBQoCkIkTw+hYT4sFqtqK2tRWdnJ6ZPny4NmZZDYkYMCRUl0pcGDw8hsf/vXadwFrhiFumTG9mY7YIkZHpJi3oYBjimYCSQcdzu155KjC6CBZIA2tU2QRAU1bZz587h1KlTcLvdSEpK8pO2cKptsZDgCAQXtO7ubgCgNWijjNH/m0mEhNlshiAIEAQhajG4JpNJSpLs7OxEXV0dbDYbCgoKkJeXN+SfZEVb0EZCi2OwIdMApDVmjDGSM2JIEKtgopwZXDwEc/C//0FVzwa5/mykkWDzGa26mqUXEKKF2SbAE6boDRS9ZEj5sGqjiwWs6hGxRSjVNoPBIMmXHLfbrai2nTt3Dna7HQaDQdEemZaWhtTUVE2BiaUKWqC1ez09PRgzZkxMyGg8QT+tGESvggb4WgiGe1iy/Bz6+vrw1VdfoaenR7dyM1TEc4uj0+lEQ0MDmpqaAg6ZpgAQYkipKAHHC2BGo1Q9M7i0/y6MTt/tYtJj2ET4Oj9SASGRxiyKWoRESy5S8jbHBKv+61fSeS/45MAXusnnBvbaO7ZWv7WRY4P/uYyvsqIvN2VwD0JElFCqbQkJCcjIyFBEx6urbWfPnkVDQwM8Hg+Sk5P9qm3RmosaaYJd13V1dSnm2xGjg9H/m0lownGcFOwAXJgDFi1B6+npQWNjI6xWKwoKClBaWjrss1GineLocrmG/biMMTidTuzfvz+kIdMkZsRQYVg4F4wXICRcuJAX5UxePeN4Acb+P9Nw5GwkxesPFYHWm4mi5k0OT9QGUkUbyDo0OUaXMKhZaAFhGHXVUCI4g622Wa1Whbg5HA5wHAeDwYATJ04oxG20VdW8Xi9SU1N17xcj9kd7GEq8QYIWR0QjKMRqtcJisaCjowMTJ04Ez/OYNWvWsJ6DiMlkiookiccWFzsPB+KQ6fr6egiCgPLychoyTUQVIdEEjg+c0Gh0eiGYQ7twD7T+zOTw+seuq75lQS5WvCNoyLQuGsImBotEKgFSLyxEjbGPV1TRBpvkaPAwjKm3g4kt+QKjdWiEH6FW2zIzM5GZmSndJgiCtMzCYDAoqm3isG35v8TExBErOKGsQaP1Z6MPErQ4YjiDQux2OywWC9rb2zFlyhSsWLECTqcThw8fHpbjaxHtNWjDUb1TD5mePXs2qqqqFC/OJGbEcKNVPVNjdAb+29Raf2bqu/A3FekWRJM69l7lKJ7UkS1wZhsvSZpWQIhBFrwSrIomrneLFQQTp/n/hCtfAPbl0SicERFJQq22GY1GpKWlYebMmQB8743i2jar1Qq73Y729nY4HA5pW/m/1NTUEVFtI0GLTUjQYhR1iyMwPMOqHQ4H6uvr0draitzcXMVaJ6/XG9Vh2dEWtKE8tt6QaZfLJQV+iNsxxmiWGTFsGBbOBTPpX/xzPIOR9/1thFI9Mzl82wYMDBlk9cwPjdMy27U/cImmuHG86jVfJmnBMNsCjDDQGJYttjkmnQ/+upba4kvvFRJCb2scUz8EHQccF/HB38ToQUvcdh76T+lrjuOQmJiIxMRERbWN53nY7XapRbKtrU2KrldX29LT05GQkDCs1bZggkYz0EYnJGhxxFBW0JxOJ+rr69Hc3IycnBxcfPHFfj3RYlBGtJIkYzEkJNiQafG/Xq8XHMdRxYwYdjivIAmawSPOOQv+9y9ff2bs8wZsbxtJAR5DJW4DnXdmtvHgkwb3emu28yOqYhipYdVCogkGV/Q+NCSiz+0Lf6V5u7zaZjQaMWbMGIwZM0a6jTEGl8ulSJJsa2uDw+GA2WzWTJIcquueYCmO3d3dFBIyCiFBi1G0Pr0ZijVoLpcLDQ0NOHPmDLKysjRDKETEFxCv1+sX7T4cRLuCFmlBC2XItPj998b8OKLHJohQMC6YDUEcSK16TTK4A6c0Gvv0/1ZH47BqLXEbLukx2Xl4h+BYZvvQtD4OqHrGmH/lVISD5no9kZSGbjgKqAWMuECwtW0cxyEpKQlJSUmYMGGCdLu62tbS0gK73Q6e5zXXtg222sYYC6mCVlxcPOBjENGBBC2OiGQFze124+TJk2hsbERGRgaWLl2q+HRJC4PBAI7joiZo0U5xjJQc0pBpYjRgnKsTBsSYppxxvAD0V9aMTu+FcAggZsMhBiVtYVbUQpG0wYqcVlBIQnd47zlGF7UgEiOTUAJJ9KptTqdTkrbe3l60tLSgr68PZrNZc21bqNU2nufBGAsqaFRBG32QoMUoerPQxEHRA8Xj8eDUqVM4ffo0xo4di8WLF4e8+JTjuKgkSYqM9hZHGjJNjBaMc2cBRqNu9Ux3vyBBISER6fVnw4wkbQLgSR981Uu+Lk0UMHlASLSQR+3Lh1UDyrbY4cQ+ORk0EY0Ih1ACSTiOQ3JyMpKTkzFx4kTpdq/X61dts9lsEAQBqampmtU2NeI1TbCQEFqDNvogQYsjBlNB83q9aGxsxMmTJ5GWloaFCxcqBkSGcw7RlqRorIETq3eMsbDbGWjINDHqMBoBDw+uvxWRJfjeaji3F8zsLx0Gl1dxQc7C+Psc8vVnw+8JQH/noFk1HDpQ9L86IEQPPTkzOn0HVVfRzDbf67XWOrTELg+8QQZUh0vaKZvie04Qwvp9GAgsafg7OojYJpRqm8lkwtixYxXVLXm1zWq1oru7G01NTXA6nUhISPCTNkEQYDQaA15XiHPQiNEFCVqMoldBC1eOeJ7HmTNn0NDQgOTkZJSUlCAzM3PAPdPRrmIBvuc03IJmMpkkgQo1ltfj8eDkyZM4ffo0DZkmRg2mokIwDw+WdOHthXP3Jy/KB1J7BTCjIeyQhtG4/ixSiNH/g5nRZnALYaUpRpKhODbHIifpqc194XaOEkTIDLbaJg8kaWpqgt1uhyD4PlipqqrSrLYxxtDd3T2gD9SJ6EKCFkeE014on6eVkJCAefPmYeLEiYOOjo1mi6MoRsESj4by2DzPBxU0ccj0yZMnkZ6ertlGSmJGjESMc2eB9VfPQkGUs4DtbDG6/mwwmGw8OMbgSRvYW7jZ5h3wvuGQ1O6EkBi6TKqrZ34M4bDqpLPOIXlcgghGqNW2cePG+c00bWlpwenTp5GUlCRV2z799FM8+eSTmDlzJmbPno3ExER0dXUFDRMJhX379mHnzp04ePAgWltb8cYbb+Dqq68OuM/HH3+MjRs34vjx45g6dSruvvtu3HjjjYM6j3iABC2OCKXFURAEtLS0wGKxwGQySfO0IjXTI5otjuIauGgcP5SAFPWQaa1qJYkZMVIxzcgHvAJYCMF+BqdXV8pCaWczOi68jvmtKQu0u87rmDdleD+wGSxc/ywvsf0wHNkyuoP/gPTCQkKJ21cHhYR+XhGsXTH4rT0MhsHmhJCWFLlzIIhBEGq1zWAwICkpCQUFBdLts2fPxoIFC3DkyBF8/fXX6OzsxHXXXQcAmDt3LkpKSqR/CxYsCGt9mt1uR0lJCW666SZcc801Qbc/efIkrrzySvzsZz/Df//3f2Pv3r245ZZbMGnSJKxatSrk48YjJGgxil6Lo56gyQcdA8CsWbMwadKkiA9bjGaLIzD0A6P14DhON0WSMYa2tjbU1dUphkyrxQzwSRwNmSZGJCajJFdieyPn9l5Yf8YzcHwIFTMVhj636gbZWrVw5CwAJof+B1fetGGWtwEk15ttXkBg8KYq39IDrUsLpYomCqAWiV2+/2emPj7gOjSDiw+pipbSaI1KMIgarnwB2JdHo30aBKGJKG6iqGlVxcaPH49vfetb+Na3voX29nbMnDkTPT09aGlpwZEjR3D06FF88MEH2LlzJ+bOnYv3338/5ONfccUVuOKKajuoSwAAIABJREFUK0Lefvfu3cjPz8fDDz8MwCePn376KX7729+SoAWBBC2OMJvNEARBEZLBGEN7ezssFgu8Xq/foONIE80WR/H40ZyFJj92sCHT8u0oMp8YyZiKCgEvDyQYwHl5oN+pRDkLhPqi3NCnen2Q3x2NAfc27derYRe3QAg+ETPZvX6SFghR0sSAEDkmnYHboZLUHn7L4HCmNwomDgYvrTgjRh8vduyGx+MBx3HweDwBl0309PQgMTERaWlpKC4uRnFxMa699lrpfrfbrbtvJPjiiy+wcuVKxW2rVq3Chg0bhvS4sQAJWoyiV0EDfOETCQkJ6OjogMVigcvlwowZMzBlypQhD88wmUxwOqPX6x+JuPtIHFs+ZLqgoAB5eXl+L7IkZsRowDRtKuDlwRLM4Lw8WIL/xQLn9AIa6Y1yRDFTzj+L6KlGlJEqbuFKmpacDRZjX3ivsSmNVr/bgskax7OBBcZwnG+odT9CoinsoBqCiAav9/xR+pCdMQabzYaOjg6MHz9eEi1xOYV4DdjV1YVx48bpdkMN9UzatrY2ZGdnK27Lzs5Gb28v+vr6/BKpiQuQoMUwHMdJrXGA7w/XYDCgo6MDZ86cQV9fHwoKCjB16tSQkwUHi9lshs0WZCH4EBLtCprNZsPp06eDDpmmWWbEiIczwJQ3Gej//eW8qotyoV/MAIWcBaqYDXWc+nCgJW6RlDaOBa/6mOy+/+98UvDXdYNXgBBG1UpruPZAkc9CC0TIUfuM6a4zTDjVATAG9/SJmvcTxEjljd5npQ/PxaUSYsLz5MmTMX36dBgMBsUadZGqqqqIL1UhhgcStDiiq6sLjDFUV1ejoKAA06ZNG3SiT7hEew1atI7vcDjgdDpx4sQJ5OXlYd68eUhMTFRsQ2JGjAo434WCKTdHkjOx9VCreqb7MC5PeC2L6tbfcNefRfEiZailTQuDl0GtUqEEhCi2d3jBp/i/RxiCPE5ihwNCovbzU0ftG12Rr+DJSTjZofz+VIdvvV6ev6hRUAgx0lj/P6vx0UcfSfH5RqMRHR0dMJvNWLx4McaMGaPYXpQzl8uFxx57DA8++CDmzZsXjVMHAOTk5KC9vV1xW3t7O8aMGUPVsyCQoMUwYgWtp6cHdXV16Orqgslkwpw5czBp0qSonFO8rUFzuVyor69HU1MTzGYzZsyYgcLCQsU2lMxIjBo4mQWJwuP1Aqo2Gc7Ng5m0ZY1zhfj3P/qLaQGJmLQJgwsCMbh4GFw8vKnKY5vsob9OBwsKCURiS69vsHmEUYuZGlNjByAI8E73tV+xpARwTl+bmKlgOrwNpyJ+TgQRKm/ZngPguz7o6+tDd3c3Tp8+DZvNBpPJBJfLhcrKSqSnp+PTTz9FcnIyFi1ahLlz5+LQoUNYu3YtGGP48MMPsXz58qhV0SoqKvDuu+8qbvvwww9RUVERlfMZTZCgxTC9vb2ora3F+fPnkZeXhwULFuDw4cOKtsfhJpox+8DwpTjKh0xnZmaioqIC9fX1ilZSEjNi1CATM87AwTgpB0hM8JMzzu2r2SjkrL+9kXN5Aq4pioX2xsEil7ZIRf8PxcwzQ58XQnLojxlqkmNIhDALLeFUYDmTQ+vPiJGGKGciPT09qK2txdixY1FaWork5GR4PB7YbDZYrVZYLBbs378fJ0+eBOC7tpg/fz5++MMfAvBdC44dOzYi52az2aS0b8AXo19ZWYmMjAzk5eVhy5YtaG5uxvPPPw8A+NnPfoYnnngCd9xxB2666SZ89NFHePnll/HOO+9E5HxiGRK0GOb06dNITk7GihUrpHa6UGahDSUjocVxKFOLAg2ZFp87iRkxalCJGQCfnAE+OQvlIUKtmBEKTA6PFGbhTR3cQn6zzatoK9Q8nt3jV0UD/NscTT2Re/1MbOmNyONwDGAckHD6XGg7GLh+0TPA0HoewqTMiJwHQQwGtZj19fWhuroaVqsVxcXFivE7ZrMZ48ePx/jx4/Hoo4/i7bffxubNm1FUVIQrrrgC586dk6L0W1pakJ+fj5KSEtx///2YP3/+gM/xwIEDuOyyy6TvN27cCABYvXo19uzZg9bWVjQ2Nkr35+fn45133sFtt92GXbt2YcqUKXjmmWcoYj8ESNBimPnz5ysWiwIjo8XQ4/GAMRaVkrvJZILD4Yj444YyZNpgMMDr9VIyIzHy4Qyqb/vlLDPDd4Ox/36xeubxAub+txNBANBfNRMCrC8KoWImJTtqrDcL+Oqh2l5IGdqksqHGZO+XIgHgB7h2zejwgB+GgdyJHQN4feV5qc1xoFH7IcmZKsFRRC5pxvaesI9NEINBLWaCIKCxsRENDQ3IycnB/PnzpRRuNa2trdi4cSP279+PBx98EDfffLNfGve5c+dw5MgRHDlyZNCVtEsvvTRgF9aePXs09zl8+PCgjhuPkKDFMOEOqx4OzGazVD0aruRIOZGO2ZcPmQYQcMi00WjEptIHInZsghgSNKpmnNEIw7ixPiETBJ+geXkgAUo5E/dz97/GmPTTG9UYnLLKTIQ/vDE49Ks+Qmqi7n0jEWN/G2QgUdOb7xWqpIWz/kzaR7UOzeDy6AaFAEBSY3fQ34lQZc18umPQvzPi+jOWmgjO7vL9HbChDTAhCK12xqqqKjDGUFZWhvHjx2vux/M8/vjHP+Kee+7Bt771LVRVVSEnJ0dz2wkTJuDyyy/H5ZdfHvHzJ4YOErQYRk/QhqKCFCpiaqTX642aoEWixZKGTBMxh46YAVDKmdnkkzOz2SdnctzuC8mOwQ7XJ5MmY/TWnxnsLt37oipvQdYKG20ecIIAb9rAq4MGl/LDqlDbHAHtdWimEOefBUuBDAfz6dDXmwWC6+gCm3jhYtiUn0dBIcSQoRYzr9cLi8WC5uZmTJ8+Hfn5+bpzaauqqrB27Vq0trbiz3/+M6688kqK0o9BSNDijGiHdIiz2Dwej1/M/HAQCUGjIdNETKEhZoBPzrjERHDJ/bHjcjmTI1YZ1HKmkeLIOfsrM4O5mBjGOH1J3kZwy6TJ5g5L0oJV0QJVz4KtPzPa9GV3sGjNQouUnOkftP94VEkjIohazs6ePYuamhqkpKRg6dKlSE1N1dzP6XTioYcewmOPPYaf/vSneOCBB5Cenj4cp0xEARK0GGYktjiK5xDNYdEDPbbVakVtba00ZHrhwoV+feE0y4wYNeisM+OMRsBk8glachLACxcSG8XXFPV6iGDBO17ef5C17nkpX7f81p+NALRaJodc2gI4QqQlTXufwb1my5McE9oGHw5ialKtOQswpFr7hC4EhUAQfL/zHV1ASoq0iXHsGAhWK1jkuuKJOEYtZuJs1M7OTsyaNQu5ubma122MMezfvx/r1q1DamoqPv74YyxevJiqZjEOCVqcEe2QEPEcoiVoAzm2w+GAxWJBW1sbpk6dqjtkmpIZiVFBIDEDAKPR97XRqJQzrUXq8sqCurXR6dK/T04U2xtDIsSLoKhImwyTzXd8Icn/56Qlx+r2Rul2hwfCAMNEOLcXLGGAlxWyoJBgmBo7gkbt66ITFOKHwMCZTeBMF/5fsAiuXybiC7mcMcbQ1NQEi8WCCRMmYNmyZbodRZ2dndi6dSteeeUVbNu2DbfddptuYAgRW5CgxRkjoYIWTUkMR9DkQ6ZzcnKwfPlypMg+XQVIzIhRRoB2RgA+OTOZLkgaoIzT93j61575h4BIuNyBpSuOPvWVpE0mBJFa16aXkGmwuyGEEMtvtLvB62wXqqTJ16GZOu3+92sEhcirZ3ohIIHCQfwqZ5HG4VBU0bjkJAg9bmpzJAaEumpms9lQVVUFl8uF+fPnY8KECZr7CYKA1157DXfccQdKSkpw5MgRzJgxYzhOmRghkKDFMCO1xTHaFTRRqPQW4GoNmVb3eZOYEaOKUKpmJpNPJAwGcEYjGM+DS+i/uJZLmR4unTbHEENDQmIY158NFepQEk1hC6XCE/AYoUlaOBitTghJg3tMvapdqAy5nPXDunvAjfPFkTO3G4aEBAjyNl6SNSIIajHjeV66rpg6dSpmzJihG5R2+vRp3HbbbTh06BAeeeQR/Nu//Zvu9QoRu5CgxRlmsxmCIAQUlOE4h2gKGuBLTEpIUF5s8DwvzR5RD5kWITEjRhU6YibexwTmW2smyln/13I5Y17vhZlj8tYasXrm8YY000wTtxsQQ0gAZVtk/zkqlEt2/ix55AR1BCSIbIUkbAPwgVAkLVAVTfMxne5BSZqpo796plV51UGsphmbzw+dgMvWoYkVY9bdA85sgiE1BYLdcUHSSM6IIKjlrLOzE1VVVTCbzViyZIlusIfX68WTTz6JX/7yl/jXf/1XVFVV6VbYiNiHBC2G0augAYhaiiIQ3RZHg8EAjuMUgiYIApqbm2GxWHSHTIuzzARBwHfTVkfl3AkiZIKIGXChesaZ+4Ws/7VBXGfD+i9UOb0KmDpiXyRQe6O6ymbggD6n7NxCvwBXxPQHgKUM4nUuChU5g90lSV3Y7ZC8UgYNdjdYYugyZHB4FF+H2uZo6LsgmYNah6aDsfm874tgQSADDQpRwSWYwdzK9yjG8/2VZfEGEjVCiVrM3G43amtrcfbsWRQWFmLq1Km6ISBHjhzBmjVrYLVa8cYbb+Dyyy+nEJA4hwQtxuE4TjH1Pdox90B0Wxw5jpOOH8qQaYAi84lRhoacsf6LUEnK5HImCD454/kL7YiBAhg8HmXbYqDqmZdXxvJH4YKDc8gqVNzoqsDJq2tC8oXXa731Z3qPoRY9g/PC628oVTSj1Rnw/qggsCEPCmEeL5jbDXi9krRxRiOYN7rLBIiRhzoEpLW1FbW1tRg7diwqKiqQnJysuZ/dbsevfvUrPP3001i/fj22bt3qt9adiE9I0OKQaK9DM5vNsNv9F5QPFwaDAefOncOxY8fgcrlQWFiIyZMn05BpIjYQP9nvFzWxjVHkwrozg0/ODIYLcsbzvlln4rYmk7KSFux1g+d9/0QCyZv64lotbyrRHPDFuA56Fbioi5uOOIhVKrmoDTVaVbRw2xzFoBCpvVGFIhBEI8nR0NY5MtYWer2+vy3OQPPRCImXzj2l+LDb4XCguroaNpsNs2fPRlZWlm7VbO/evVi/fj2ysrLwxRdfoKSkZDhPnRjhkKDFOOoKGhB9QYtmi2NXVxc8Hg/q6+tRWFioO2RaXKf3vTE/jsp5EsSAUVfQ5HJm4HwXlSYTwAvgRBnjOKVY9aPZ5qjV8igGKASKSY/2RXaIx9cVt4G0Sg4y7EMLQ58LHM/CivDXqqLJMdp9z1lr5py87VFz3247WGLgSwmDS/UYXj7oOjTOK4A71+37JtzWxTAROrtg6A8F0aR/bZoUniOrShPxyQOfb4LVasX+/fthNpuRnp4OQRDQ09ODrKwsLF26VLdL6ezZs9iyZQveffddPPDAA7j11lt1A0OI+IUELQ6JZkgHEJ0WR6vVirq6Opw/fx5msxkzZ87ElClTFNvQkGli1KMVo88EhaSBM0hyJq43kwTM7BM3AJpryZjbc2HbYHH6MZY6pmiV7GdQ69sGicHhVkoar7GWSvY6G0zSBjMQnHN5FZKmXodm6LSGnebJdXRpS1kEZI11ysSvH6G758L3AvMNaUf/73yCWSFpQrDB7ERMI29n5Hkera2taGhoAM/zSElJQUdHBzo6OpCamoqXXnoJEyZMwMKFC7Fo0SK8//77uOuuu7B8+XJ8/fXXyMvLi+IzIUYysfUOSoREtCtowymIDocDR48exRdffIGkpCSsWLEC6enpiqqiKGY8z+O7aatJzojRh7ztCtppjUxgF7YxcAo5YzzvEyotORMYmNsjrb+By60dqR/OJ8BRbm+MFJzD5fdvyI8pEzGDw605IFsPg92lWH+muM+p/TgGu//6M71tAzIUr/laVawAVUvW2X1BzrQQfw8NHFifE6w/wIa5PWAuFxjPQ/B4/f7eiPjgLdtzCjnzer2oq6vDiRMnMGXKFFxyySVYtmwZ/umf/glLly5Ffn4+TCYTPv74Y/zHf/wHpk+fjltvvRUzZsxAWVkZDh06hFOnTvl1OUWS7du3Y/HixUhPT0dWVhauvvpqnDhxIuh+r7zyCoqLi5GUlIT58+fj3XffVdzPGMO2bdswadIkJCcnY+XKldJ6fiIy0CtMjKPV+xzNFsPhOr7L5UJVVRU+/fRTAMDy5csxZ84cJCYmKkJCRDH7TuqPSMyI0UkIiY3S7UxQyg53QdT88Hj1kxqBwNUzv3McHe2NETmUXNj63CGnTQIYcEukIUohHsbu4GuJDZ3WsB+X6+gayOnoEkzMOK1qr3pWoJh+auCUf2NEXKBOaDx79iw+//xz2Gw2LF26FAUFBdI6do7jkJqaiuzsbPzqV7/CN7/5TfT19eGmm27Cq6++imuvvRYNDQ3Ytm0bZs6cifHjx+OSSy5BdXV1xM/7k08+wa233op//OMf+PDDD+HxePDNb34zYA7A559/juuvvx4333wzDh8+jKuvvhpXX301jh07Jm3z0EMP4bHHHsPu3bvx5ZdfIjU1FatWrYLTOQIDhUYpXBjmTg3XoxCv1wtedQEmvgjMnj07GqeE3t5e/N///R9WrlwZ8cdWD5meOXOm38yRr7/+GomJiSgoKCApI0Y3GlUzdWKj/D4YjReqDjLBkiL2PR5lO6RWuIh0n+yilheABFmYhLpa4lchC3KBG0p7pHx+WjCiLYgqdINIQng/5tStjPyFoApB1XLJaVStODfvd3xOtkZMHQBisDvBkrTj9jmnKope1uYotjgqBE3d5ihbhyYGhXDnupU/f47z/1p+m5YsydM6A1XMAOn/OZMnY8paHaWbpPETlOAYT6jFzOl0oqamBt3d3Zg1axYmTZqkGwLy1VdfYe3ateB5Hrt378Y3vvENv23FD5OPHDmCq666CpmZmUP6fDo6OpCVlYVPPvkEK1as0Nzm2muvhd1ux9tvvy3dtnTpUpSWlmL37t1gjCE3NxebNm3C5s2bAQA9PT3Izs7Gnj17cN111w3pc4gRgr4p0Rq0GEdvFprD4YjC2fiQV7AiNedDPmQ6LS0t4JBpk8mEjSX3R+S4BBFVZImNWmJ2YbP++zh/OQN8Yqa3r2I78YKf48D1P4bU+iifG2XQuKjW+15NqGvXAs1PS4re2rBQ4PrcChmL1Fo2g8MlSZqenInHDyWtUmxv5JweXUnTg3N7wXXblGEgXm/AtWhSKEgwQliHFlTM1Mc2GJSSBmjPSaMEx7hALWaMMTQ1NaGurg5ZWVlYtmyZNEtVTW9vL+677z48//zzuOOOO3DnnXfqBoYkJiairKwMZWVlEX8OWvT09AAAMjIydLf54osvsHHjRsVtq1atwptvvgkAOHnyJNra2hQfso8dOxbl5eX44osvSNAiBAlaHBLtkBBxWDbP8zCFuXBcjXrI9IIFCzBhwgQaMk3EB1rtjaqYfek+Ub6YAMiL6nqtikbjhUqY0XhBzvpRD/KVGO72L60LdafOWrBwqm7DiHztWiBx8queaWBwuMASBp4IF2qMPmd1AObwpG04YF094e2gNRNNdhvzesCZzP6twCRqMYtazqxWK6qrq+F2u1FSUqJb5WKM4Z133sHGjRsxY8YMHDhwIGqdSloIgoANGzbg4osvxrx583S3a2trQ3Z2tuK27OxstLW1SfeLt+ltQwweErQYR6+CFu01aICvHXGggqYeMl1cXIycnBwaMk3ED6GsPeu/eOSMRm1xk7c5qiSM02u3U/2NBau6jSj6dNZHjCBxk69ZG+hMNs7NB5W0UKto0vZhVtG4bpvvixAi9QFV9UwQLlRSg1XLZAOrw5Yz9TnIqmhMltSo2dZIYhZzqMWM53k0NDSgsbEReXl5KCgo0I3Db21txebNm/HJJ59gx44duOWWW/xmq0abW2+9FceOHZPW5hMjGxK0OCTaISEcx8FoNA6oiscYw7lz51BXV0dDpon4RmMgte9bTnHx6BexL0e2fkm+HllvHVpQgqYzRqi9MdJoiVu0pU1g4Oy+yhrTi8fndSSB58H1+a81U8P1uTUrnganW/+x5Xg8iiqaOm4/KKK8ie2IwX7+AWRtUHLWXzETxMqrhnxJazz1QnWIUY1azs6fP4/q6mqYzWYsWbLEby27CM/zePbZZ7Ft2zasWrUKx48fx6RJk4bjlMNizZo1ePvtt7Fv3z6/EUNqcnJy0N7erritvb0dOTk50v3ibfLn2t7ejtLS0gifefxCghbjjMQKmngO4Qpad3c3amtrYbVaUVBQEHDINM0yI+KCQFW0fqQ4fb0qGqC4SA9aEZNX2XTWVQwbQxn+MZTVtjDTGjm7y/ezC/PY8iqZuP4sEnDWQaxhVq9DC3OtmES/rLHufjEbxO+CoP5ZcwY/SSMxi03UYuZ2u1FbW4uzZ8+isLAQU6dO1V0rX1VVhXXr1qG5uRl/+tOf8O1vfzti6+ojBWMMa9euxRtvvIGPP/4Y+fn5QfepqKjA3r17sWHDBum2Dz/8EBUVFQCA/Px85OTkYO/evZKQ9fb24ssvv8TPf/7zoXkicQgJWhwS7TVoQHhVPPmQ6enTp6OsrExaxyYiBoAIgkBiRsQHGnOYmCzQgAtVulRSx+TR+kaDr91MekxVpTrQwF51NSRo9Ux2vtEWv0BEs9omHjuM4wVtZexzaj+e0+UXtqJObdQ8nssLWG1KCQuxzVHR2ij/WgdJzgaIn5jJ4QxKKaM1ZzGHXM4YY2htbUVtbS3GjRuHZcuWISlJ++/M6XRi586d2LVrF37605/igQce0K2wRZtbb70VL7zwAt566y2kp6dLa8TGjh2L5ORkAMCPfvQjTJ48Gdu3bwcArF+/HpdccgkefvhhXHnllXjxxRdx4MABPP300wB8H/xv2LABv/zlLzFz5kzk5+dj69atyM3NxdVXXx2dJxqDkKDFIWazGTzPQxCEqPVIi0mOgXA4HLBYLGhra8OUKVOwYsUKvyQkEjMibtELAzForxGTLjY5A8SUEM7AKQNDAgzf9ZsVNYSfFDNX4IHPI07gIi1tWgOYtY6nkyKnhutza7eq6v1/tvfpP5j6gzVVm2NYdPf6/hssWEajtZH19AbdRo+AYgaqlsU66qqZ3W5HTU0N7HY75syZg6ysLM39GGP49NNPsW7dOiQnJ+Pvf/87lixZMuKqZnKefPJJAMCll16quP3ZZ5/FjTfeCABobGxUXAsuW7YML7zwAu6++27cddddmDlzJt58801FsMgdd9wBu92On/70p+ju7sby5cvx/vvv60otET40By0OcKnehAVBwAcffIDLLrtMN/p1qDl48CAmTpyIvLw8v/tcLhfq6+vR1NSEnJwcFBYWIiUlRbENiRlBIKBQ+e5WrwELbag1AL90x7AFbRAVtIHCjeSLA7mwBXvf1RI0deVGXCOmFkEtuRATN9Xbyt8b5PfJBU09ssDRB5hVn+3KBc3aHw4SYOYZTKYLcgYof/by3xuNeWisN8Dg6yC/Y4MWM6qejWrUYiYIAk6dOoWTJ09i8uTJKCws1A0u6+rqwtatW/Hyyy9j69at2Lhxo18nD0GEAc1BI3zlaLmIGwwGGAwGeDyeqAmaVoujx+PBqVOncOrUKWRmZqKiosKvbYDEjCBk6K0pQ5hypmYUyhkAMKf2BTiXlATmdEZX4NRyEM6stkBiMIC2x2FBvdZM3uYYqHsiQJtjQDkDAlbRgslZ4MclMRvtqOWsu7sbVVVV4DgOF110kd/cVBFBEPD666/jjjvuwPz581FZWYnCwsLhOGUiziFBi1OiHRQib3FUD5letGgRxo8fr9ieZpkRRHj4rUeTX2TKBltf4EL1gFMHJASp1AUTrGi3JIriphY4ubANu8BJiYH9P4fBClafE0gI8om+fL2Zur1RvE/d3ihfi+bov8/jVVbRxDZHsXoWBNZjVa6LlEXl6yF09/h/UBACoYgZ43ntdZokZqMetZh5PB5YLBa0tLSgoKAA06ZN013q0djYiNtuuw0HDhzAww8/jBtuuGHERecTsQsJWhygrqAB0Rc0s9kMt9uNM2fOBBwyDVBkPkEEhQm67Y7BKmmD3T5o9Yvj/MJEONnaKeZ2gwunmhRB9CpuUUEUCUEA+hfv66IXga8R7KF5HD0ZHEyVyePxDwNRV9HgkzMggBRpIPSvN2OCEFzSZFW0cKpmivZGErOYQB0CcvbsWdTU1CAtLQ0VFRV+SydEvF4vdu/ejQceeADf+973UFVVhYkTJw7XaRMEABK0uCWaSY6MMfT19eHs2bPo7OykIdMEEQm0Lip1KmV6F8YRlzMd1MLGnBeqOZzBoKwEuT3BK0MRIlCL5NAcUGctWl9/pSqYqGmhljS3xgdxfc7wfnZOl6/iFmjNjW0Q0fuAsooma20U1GEgoTxUiGKmueaM5GzUs+GvN4LneXz++edIT09HcnIyOjs7YbfbUVRUhEmTJmkGezDGcPToUaxZswY9PT14/fXXsXLlyhEdAkLELiRocYDWi0s0hlXLh0w7HA4kJydj2bJlmkOmBUGAIAj43pgfD+s5EkTMEECuGM/rzExTP4Z+mEVI1Y+BXtiopUL8PsE8rMImoiVuw9IO2dfnk7hw2x+DVdI8HiBRIwHS1S/OeiImT2xUtzmKBIjUZ929it+JYFU0QaNlUq+KJjhdMCQlXhg2HQASs9hErJgxxuB0OmG1WtHU1IS2tjYYjUbwPA+LxYL29na0tbWhvb0dixcvRnFxMZxOJ37961/jqaeewrp167B161akpqZG+RkR8QwJWpwy3C2O6iHTCQkJOHPmjELOaMg0QUQQ1ZozOQEDQnT28Xt4nldE9Os+pk4qmvYhg1TsRFFTC9wwCxswRNIm6EhCKEEg6n2drsBzxFxubUnT3DaI9ASqnvW3OTKb3fd9CHH4grhtmII/IDkjMYsJ5O2MHMfB6/VoByKTAAAgAElEQVTi5MmT8Hg8WLhwITIzM+HxeGCz2WC1WvHpp5/imWeewalTp2A2m5GamgqDwYDbb78d3/nOd2AMsf12sOzbtw87d+7EwYMH0draijfeeCPgLLEbb7wRzz33nN/tc+bMwfHjxwEA9957L+677z7F/UVFRaipqYnsyRNDCglanDJcgiYfMj1t2jRpyHRHR4fUYknJjAQxxAQNCAkSuT8Y9FqpwxC3oGi18QFRr7QFFLZQRtyot+lz+m4LNXTF7Q48K01P0gLNNlNX0bRQVdEkOdNAUUUTGARH8FZJeRUtmJSJj09Vs9hEHQLC8zzq6+tx5swZTJs2Dfn5+ZJsmc1mjB8/HuPHj8fatWtx3XXX4Re/+AUOHDiAiooKZGRkYN++fXjsscdgtVoxe/ZslJWVYdWqVfj3f//3ITl/u92OkpIS3HTTTbjmmmuCbr9r1y7s2LFD+t7r9aKkpAQ/+MEPFNvNnTsXf/vb36Tv9cYHECMX+onFAVotjmazGY4Q3ggHSrAh02KLpSAI4HmeWhkJYjgI1PaokDbteVAhr10LBQ1xE8+AC3EAc1C0xG0YpW3IWiPFilYooqaWNPUHc6KkuZTrAkMdQM36kx0Dtryq4vL1qmh+chYoNj8EMdP62ncDiVksoJazc+fOoaamBgkJCSgvL0daWprmfoIg4IUXXsCWLVuwbNky7N27F9OmTZPuZ4yhsbERlZWVqKysRGdn55A9hyuuuAJXXHFFyNuPHTsWY8eOlb5/88030dXVhR//WHkNZTKZkJOTE7HzJIYfErQ4ZahCQlwuFxoaGnDmzBnk5ORg+fLlmkOmjUYj3G43vpP6o4ifA0EQOqgvTMOslAVauxZqIl9Ix1GFiACxKW2K8QN67Y2KnVUVNZfLJ2nB9g2lkqaFxwPmcoNTrzXrlzdRzgKecgjbABpyJj2Av6QxvYopggybJjGLCdRi5na7ceLECZw7dw6FhYWYMmWKbrCHxWLB+vXrUVNTg927d+P73/++37Ycx2HatGmYNm0avvvd7w7Z84gEf/jDH7By5UqFYAJAXV0dcnNzkZSUhIqKCmzfvh15eXlROktiIJCgxQF6FbRItjiGO2T637L/X8SOTRDEAAl0wRrK8Gv5Q+lcGEdK3JheOx3gLxDhEiVpY/K1XQIDJ283DKUFEgDrFxu/ypz6AzhRerXS6zwecAGqZczjDfr/2C/ww8srRTtAFU2w2UNOlSQ5i1/UYsYYQ0tLC2pra5GRkYGKigok6VSo3W43Hn/8cezYsQM33HADXn/9db95q6ONlpYWvPfee3jhhRcUt5eXl2PPnj0oKipCa2sr7rvvPnzjG9/AsWPH/K7LiJELCVqcEqkURxoyTRAxika1jQks7HbGQBfNIctbsMASDXkbVdLW317K+itZXIjhHYo2vhAGbTOvV1fEtCSN6VXWADCrDVD9/NSS5idtakkDwKT5bwGGVffL3IDkjMQsJlDLmd1uR3V1NRwOB+bOnYusrCzN/RhjOHDgANauXQuv14t3330XK1asiIno/Oeeew7jxo3zCxWRt0wuWLAA5eXlmDZtGl5++WXcfPPNw32axAAhQYsDhqKCJggCmpubYbFYkJCQQEOmCSKWkQmSVsCIb5PwL3i0Lqr9pG2AgSWjWdqYyy1V0CRZC6GixpxOgBcCCp5axJjsfSBQJU2zisbzfpImIvSF0P6onlemI2l61VOqmMU+ajETBAEnT57EqVOnMHnyZJSWluoGYPT29uL+++/Hnj17cMcdd2DLli2KtfCjGcYY/vjHP+KHP/whEoK0f48bNw6zZs2CxWIZprMjIgEJWpwy0DVojDG0t7ejtrYWAGjINEEQACInbv4X3b7vOdPgRWjUSJtMxqSqWhiPyVxuP0ljstf7YC2N8uMqbuuXNPlgcbWkMV7Z2qhXRWN6IR8ySZMeR0PSSc5iH7WcdXV1obq6GhzHYdGiRYqwDDmMMbzzzjvYtGkT8vPzceDAAcyZM2c4TnnY+OSTT2CxWEKqiNlsNtTX1+OHP/zhMJwZESlI0OIAvQoaz/MQBMFvULQWjDGcP38etbW1cLlcKCwsxOTJk3WHTNMsM4KIIfQueEOobgWN9A/1FLz+IhQT0qYjtsptBElouP4B1JqCwl/4OWlJmhypcqYa/C3d3j+/LFykdXUBBlKzvr7AiaLqkBgmSNuTmMU+ajHzeDyoq6tDa2srZsyYgby8PN3rltbWVmzevBmffPIJduzYgVtuuSWka5xoYbPZFJWtkydPorKyEhkZGcjLy8OWLVvQ3NyM559/XrHfH/7wB5SXl2PevHl+j7l582ZcddVVmDZtGlpaWnDPPffAaDTi+uuvH/LnQ0QOErQ4xdz/6anH4wla8lcPmc7Ly/Mb4kizzAgiDtG6IB6gtPl2DbPaNsqkjfWnLYqSpX3wwMImVZ5COB9R0pijT1sQ3dqSJt2uIWmC3eHfhtpfRVOEnqjSF6V5ZOI2MukKCSbo/t5Ij0eMeuRyJnbsnDhxAunp6aioqPBLhRbheR579uzBtm3b8M///M84fvw4Jk2aNFynPWAOHDiAyy67TPp+48aNAIDVq1djz549aG1tRWNjo2Kfnp4evPbaa9i1a5fmYzY1NeH666/H+fPnMXHiRCxfvhz/+Mc/MHHixKF7IkTE4ViISVG4MKKGGIW43W6of9YffPABli1bpjsrRD1kOj8/XxI7ERIzgiBCYoBryQY0Y03rcSIgbpqPG4a4MZ04fMUIAa33ZPV+8m1EseIDCIq86qQlYur71Lf3S5q8sqWWNOb2+K8f04jH9/t5ytc3agg3oC/0/Xfq30eMGtRVs76+PtTU1KCnpwdFRUWaSylEqqursW7dOpw5cwZPPPEErrrqqpgIASFimqC/oFRBi2P0gkKCDZkGSMwIggiTCFbbRnKLpJ6w6ckZIBMfxvznvQWdceZRPH6wtWVStUyrDVMvJVGjkua3tgzwD/mQVdGYdJ6qJND+SlrYckZiFhNohYCcOXMG9fX1yM7OxrJly3RDMJxOJ37zm9/g0UcfxS233IL33nsPY8aMGY7TJoghhwQtTuA4zq+Cpha0UIdMk5gRBBERYlDamMfr97zCGbKtqFIlJEjhHpwoSBoVNrn8iWvIJFFTrdliPA/0aciV7H6t+1ifEzAaNLdVxN+rJE0rGl8taSRn8Ylaznp7e1FVVQWe51FaWoqMjAzN/Rhj+Oyzz7Bu3TokJibio48+Qnl5OVXNiJiCBC2OEZMcvV6vFFsrDnvUGjIN0CwzgiCGmFiUNnXohVb4hpZ4ydMQRVELcXYcc7r81rop5qZpiJh4v1+oh1gl5AV/SXO5/H8+gWaa9T8+4wGD2aQZ+kFiFtuoxYznedTX1+PMmTPScgr1OneRrq4ubN26FS+//DLuvvtubNq0yW/pBUHEAiRocYLWJ0tGoxFtbW2orq7WHTINUGQ+QRBRZjSFkYQiEeoRJ6GmJQoMTLiwL2c2abdO9q9Hk5If9dou++WIMxr9REmvkqaQNPF5aAR+MLc7aDy+0C9+4s9DcQ7yfUnMYoaHDt6FlpYWjBkzBikpKTh//jxqamqQlJSE8vJy3TXxgiDgjTfewO2334758+ejsrIShYWFw3z2BDF8kKDFIYIgoKWlBZ2dnTCZTDRkmiCI0UeUo/8jWmmTC1uIFTJA1k4ZRPCkCpjWc+R5nxhpJDMynteWLK2wD61URvFnFCQinwnM/+dJUhZTPN/8GKxWK6xWK5qammC1WiH0f7gwbtw45OTkSB096sHTjY2N2LhxI7766is8/PDDuOGGG0Z0dD5BRAIStDhBXIPW3t6Ouro6MMaQkZGBlJQUv+hVUcwYY/jemB9H6YwJgiAGQBRbJDWlLQzhAuATI9m5SNUvrWqg+FxFwTOZ9NMcmeCb+S0/H7kwiV8bjcrbdSRLPEdl9UtnRlmgiHwSsZhG3s44duxYMMbQ3NyM2tpaZGZmYuLEiXA6nTh79izq6+vxwgsvYP/+/SguLsa8efPgcDjwpz/9Cd/73vdQVVVFUfFE3EAx+3HCuXPn8PXXX8PlcmHGjBmYMmUKGhoa4HA4sGDBAgBQDJkWBAHXjL0pymdNEAQxREQh9j/k9WNasqi1r4bcMIH5b6slQWoRG+B56T5+sH2C7EeMftRrzWw2G6qrq+F0OlFcXKz54XBTUxM+++wz7N+/H1999RVOnjwJh8OBKVOmoKysDKWlpSgrK0NZWRmmTZs2pMEg+/btw86dO3Hw4EG0trbijTfewNVXX627/ccff6yYaSbS2tqKnJwc6fvf/e532LlzJ9ra2lBSUoLHH38cS5YsGZLnQIxYKGaf8MFxHHJycjBt2jRp8a3JZILX61UkMwqCAI7jYDAY/F5cAVBACEEQsUEUKm3qFj/NtEQdoZHvyxmNunLmt63OuYkBJHpBIer79NaHBToWVc3iE63ofDGITBQtdRsj4LtOyczMxLFjx/DSSy9h7dq12LZtGzweD44cOYLDhw/j8OHDePPNN1FVVYUrr7wSb7311pA9D7vdjpKSEtx000245pprQt7vxIkTirj/rKws6euXXnoJGzduxO7du1FeXo5HH30Uq1atwokTJxTbEQRV0OIEQRD8Zp41NzfjzJkzWLRokSRm4j81jDG0tbWhvr4eBoMBhYWFmDhxIjiOI2kjCCJ2Ge5KWyjHkwmOKFHBZEhXtmSPE87tAY8ZCJKzmEYtZ52dnaiurobRaMScOXN055QxxvDRRx9h/fr1mDBhAnbv3o2FCxfqHsfpdKKzsxO5ubkRPX89OI4LuYLW1dWFcePGaW5TXl6OxYsX44knngDguzabOnUq1q5dizvvvHNIzp0YkVAFjfBHrJglJiaiu7sb+/fvx5gxYxT/xMGQjDGcP38eFosFbrcbM2bMwKRJkxQLdKnSRhBEzBKhSlvIwqY+nl7whvitXvKhals9yRJRJyqqb1ffF1J1jJIY4wb1dYDH40FdXR3a2tpQUFCAvLw83WCPjo4O3HXXXfjrX/+K+++/H2vWrNGssMlJSkoaNjkLl9LSUrhcLsybNw/33nsvLr74YgCA2+3GwYMHsWXLFmlbg8GAlStX4osvvojW6RIjFBK0OEEMCZGvMxs7diwuvfRSWK1W9Pb2ore3Fy0tLejr60NSUhKSk5PhdDrhdrsxffp0RXtkMEjaCIKIWQYgbQNpjfTto91yGPJ56ZyDnmzJwz/U5xy0YkZJjHGH+r1eDCM7ceIE0tPTUVFRgeTkZM19BUHAX/7yF2zZsgVLly7F0aNHMX369GE466Fh0qRJ2L17NxYtWgSXy4VnnnkGl156Kb788kssXLgQ586dA8/zyM7OVuyXnZ2NmpqaKJ01MVIhQYsTDh8+jPb2dixYsADp6ekwGo3SWrOMjAxkZGRI23Z1daGurg7d3d1ISUmB2WxGfX29NLtE/Jeenh7WgEiSNoIgYpYISFuwCpXfGja99WUaIhaubGner1fdIxGLS9Tv6X19faiurobVakVRURGys7N1Qzzq6+uxfv16VFdX4/e//z2+//3vj/ro/KKiIhQVFUnfL1u2DPX19fjtb3+LP/3pT1E8M2I0QoIWJ3z22Wd46KGH0NzcjMLCQikFaeHChSgtLUVqaiosFgu2bt0KALj33ntRUlKCxMREAL7SvFhp6+npwZkzZ+B0OpGSkuInbcFaE+SQtBEEEbOEKW2SFKmi7YNuj4GL2KAgMYtLtEJAGhsb0dDQgJycHMyfP1/3w1u3243HH38cO3bswA033IDXXnsN48ePH47TjgpLlizBp59+CgCYMGECjEYj2tvbFdu0t7crUh4JAiBBixvWrl2LNWvWoLW1FQcOHMCBAwewf/9+PProozh79iyys7PR2dmJiy66CD/72c+Ql5cnrUMDgISEBGRmZiIzM1O6ze12S62RXV1dOH36NFwuF1JTU/2kLdTWSICkjSCIGCaYtMnvD7YeTfGwLGSxC/ncqEJGqFC/P/f09KC6uho8z6OsrExXthhjOHDgANauXQu32413330XK1asGNKY/JFAZWUlJk2aBMB3HXXRRRdh7969UtiIIAjYu3cv1qxZE83TJEYglOIYx9hsNjzyyCPYuXMnZs6ciSVLluDUqVM4ePAgurq6MGfOHEWlbd68eUhMTAz4gupyuSRpE/+53W6kpaUppC0tLS0sadOCpI0giLgnFImisA5ikKjFzOv1or6+Hk1NTZg+fTry8/N1WxStVivuv/9+PPvss7j99tuxZcsWJCUlDcdpDwqbzQaLxQIAKCsrwyOPPILLLrsMGRkZyMvLw5YtW9Dc3Iznn38eAPDoo48iPz8fc+fOhdPpxDPPPIPHH38cH3zwAS6//HIAvpj91atX46mnnsKSJUvw6KOP4uWXX0ZNTY3f2jQipqEUR0Kb3//+97jvvvswY8YMvP3227jkkkuk+8R2ha+++goHDhzA22+/jfvvvx82m02StoULF2LhwoWYO3cuzGazJG2JiYmYOHGiNICSMaaQto6ODtTX18Pr9WpW2sLpQadKG0EQcU8owkVSRgwQrffZjo4O1NTUICkpCUuXLkVqaqrmvowxvPvuu9i0aROmTZuGAwcOYM6cOUN9yhHjwIEDisHTGzduBACsXr0ae/bsQWtrKxobG6X73W43Nm3ahObmZqSkpGDBggX429/+pniMa6+9Fh0dHdi2bRva2tpQWlqK999/n+SM8IMqaHHK1q1bsWjRInznO98JqcVAEAQ0NDRI0nbw4EFUVlbC6XRi3rx5CmkrLi6GyWTSfVzGGJxOp1+ljed5zUrbYBYOk7ARBEEQRPio5czlcuHEiRM4f/48Zs6cicmTJ+u+z7e1tWHz5s34+9//ju3bt+MnP/nJoLtmCCKGCHrhTYJGDBie51FXVydJ26FDh1BZWQme57FgwQJFe+SsWbMChocwxtDX14fe3l5F7L8gCH7SlpqaOmBp6+rqwo1TNwz0KRMEQRBETKMVnd/U1ASLxYLMzEwUFRVJAWJqeJ7Hc889h61bt2LlypXYtWvXiJ1XRhBRhASNGF68Xi9qamqkIBJR2oxGI0pKSlBaWipJW2FhYcBP1BhjcDgckqyJ4sYYQ3p6up+0BaoEir3knZ2dmD59OvLy8hTCSJU2giAIIt5Ry5nNZkNVVRVcLhdmz56NCRMm6O5bXV2N9evXo7GxEY8//njIHToEEYeQoBHRhTEGj8eDqqoqHDx4EF999RUOHTqEo0ePIjExEaWlpSgtLZXaIwMtNBYfTy5t4j8ACmEbM2YMUlJS4HK50NDQgNbWVkyePBkFBQWKdMpAkLQRBEEQ8YBazHiex8mTJ3H69GlMnToVM2bM0P1A1el04uGHH8Zvf/tb3HLLLfjlL3+JMWPGDMdpE8RohQSNGHkwxuB2u/H1119L69kOHjyIY8eOITU1VdEauXDhQkydOjWotNntdoWwWa1WMMbAGENKSgqmTJmCCRMmICUlZVCf6JG0EQRBELHE5vdukYK60tPTwfM8LBYLTCYT5syZoytbjDF89tlnWLduHRITE/HUU0+hvLycqmYEERwSNGJ0IAaHHDlyRJK2Q4cO4fjx4xg/fjzKysoUlbbc3FxNaXM6nTh+/Dh6e3uRnJyMCRMmwOPxSNJmNBr9Km1JSUkkbQRBEERc8ZbtObjdblitVlitVvT09KCzsxNerxdGoxHjxo2TlhN0dnZi1qxZUhWtq6sL27Ztw0svvYT//M//xKZNm0LuTiEIggSNGMWI7YyVlZWKSltNTQ0mTpyoqLSVlJTg3XffxY4dO7Bo0SI88cQTmDBhgkK8BEGAzWZTVNpsNhtMJpPfmjaSNoIgCCIW0QoBaWtrw4kTJzB27FjMnDkTXq9XWvfd1taGa665BgkJCVJ642effYaioiLs2bMHs2fPHtbz37dvH3bu3ImDBw+itbUVb7zxhjT4WYvXX38dTz75JCorK+FyuTB37lzce++9WLVqlbTNvffei/vuu0+xX1FREWpqaobseRBxDQkaEVswxmCz2XDo0CFJ2vbv34/W1lakp6djyZIlWLx4MRYtWoSysjI/SVPD87yftNntdphMJr9KW7Ah3cEgaSMIgiCiiVrOHA4HampqYLVaUVxcjKysLM33OafTiQ8//BB/+MMf0NjYCEEQ0NraCo/Hg/nz52PhwoXSh6YlJSVDOoj6vffew2effYaLLroI11xzTVBB27BhA3Jzc3HZZZdh3LhxePbZZ/Gb3/wGX375JcrKygD4BO3VV1/F3/72N2k/k8kUMBSFIAYBCRoRuxw9ehS/+MUv8MUXX2D9+vUoLy/H119/LbVH1tfXY9q0aYrWyNLSUowfPz6otImfHIr/tdlsSEhI0JS2wUDSRhAEQQw1ajETBAGnT59GQ0MDJk2ahJkzZ8JsNmvu6/V68fTTT+P+++/Hd7/7XTz88MPIysqCIAiwWCw4fPgwDh06hMOHD+Pw4cP4n//5H1RUVAzH0wLHcUEFTYu5c+fi2muvxbZt2wD4BO3NN99EZWXlUJwmQagJKmj6g6kIYgSzfv16PP300/j5z3+OP//5z8jMzAQA/Mu//AsAX6Wtq6tLSo48ePAgnn32WZw6dQr5+fmKEJLS0lKMGTNGkjax937cuHHS8eTS1tvbi/b2dtjtdiQmJvpJWzh9+Oo3TYCkjSAIgogc6veZnp4eVFVVgTGGhQsXYvz48Zr7McZw7NgxrFmzBp2dnXjllVfwzW9+U3qvNBgMmDVrFmbNmoVrr71W2mekIwgCrFYrMjIyFLfX1dUhNzcXSUlJqKiowPbt25GXlxelsyTiHaqgEaOSt99+G/PmzcP06dND3ocxho6ODqk1UpzT1tzcjMLCQr81bWlpaQErbfIeffGfw+FAUlKSn7TpfTIZKiRtBEEQRDioxczr9cJisaC5uRn5+fmYPn26bkKyw+HA9u3b8eSTT2LNmjW45557kJqaOhynHRYDqaA99NBD2LFjB2pqapCVlQXA1zZps9lQVFSE1tZW3HfffWhubsaxY8eQnp4+VKdPxC/U4kgQgWCMobW1VRqsLQaRdHR0oKioSJI2sa8+OTk5oLR5PB4/aevr60NycrJC2NLT0wckbT09Pairq4PNZsNvv/3sYJ46QRAEEYNodWacPXsWNTU1SElJwezZs3VlizGGv//971i3bh0yMzPx1FNPoaysbMRG54craC+88AJ+8pOf4K233sLKlSt1t+vu7sa0adPwyCOP4Oabb47U6RKECAkaQYQLYwxNTU346quvpCrbwYMH0dXVhdmzZysqbfPnzw8aHiLG/Mv/OZ1OP2kbM2YMTCbtruO+vj5YLBacPXsWeXl5mD59uqbgUaWNIAgiflHLmdPpxIkTJ6SY/NzcXN33q3PnzmHLli3461//ivvuuw9r167VfU8aKYQjaC+++CJuuukmvPLKK7jyyiuDbr948WKsXLkS27dvj8SpEoQcEjSCiASCIKCxsVGSNjGIxGazYc6cOYo1bXPnzoXZbA4obW6320/aXC4XUlJS/OL+m5qa0NjYiOzsbBQWFoadjkXSRhAEEdtoRec3NTXBYrFgwoQJKCoq0l0fLQgCXnzxRdx5550oLy/H7373u7CWD0STUAXtL3/5C2666Sa8+OKL+O53vxv0cW02G/Ly8nDvvfdi3bp1kTpdghAhQSOIoUIQBDQ0NCikrbKyEk6nE/PmzVNIW3FxMUwmU0Bpc7lcCmHr6uoCz/MwGAzIyMhAZmam1B4pDgsdKCRtBEEQsYFazqxWK6qrq+F2u1FcXBwwKr6+vh4bNmzA8ePHsWvXLvzgBz/QXZc2UrDZbLBYLACAsrIyPPLII7jsssuQkZGBvLw8bNmyBc3NzXj++ecB+NoaV69ejV27duGaa66RHic5ORljx44FAGzevBlXXXUVpk2bhpaWFtxzzz2orKxEVVUVJk6cOPxPkoh1SNAIYjjheR51dXWK9sjKykrwPI/58+dL7ZEXXXQRZs2a5dc+IggC3nzzTWRlZcFgMGD69OkwmUxS5H9PTw+8Xi9SU1MVlba0tDSSNoIgiDhCLWY8z+PkyZM4ffo08vLyUFBQoPu+4PF48Pjjj2PHjh24/vrr8eCDD/qlGo5UPv74Y1x22WV+t69evRp79uzBjTfeiFOnTuHjjz8GAFx66aX45JNPdLcHgOuuuw779u3D+fPnMXHiRCxfvhy/+tWvMGPGjKF8KkT8QoJGENHG6/WipqZGCiIRpc1gMKCkpESSNgDYtWsXzpw5g1dffRXl5eV+n2Qyxvwqbb29vfB6vUhLS/OTtsF+EkrSRhAEMbLQCgE5f/48qqurYTabMWfOHN3kQcYYDh48iDVr1sDtdmP37t245JJLRmwICEHEKCRoscbvfvc77Ny5E21tbSgpKcHjjz+OJUuW6G7/yiuvYOvWrTh16hRmzpyJBx98UJoVBvherO+55x7813/9F7q7u3HxxRfjySefxMyZM4fj6cQljDF4PB5UVVXh4MGD2Lt3L/73f/8XPT09mDdvHsaNG4eSkhKpPTI/Pz+gaDHG4HQ6/aSN53mkp6crpC01NZWkjSAIYpSiljO3243a2lqcPXsWhYWFmDp1qq5sWa1WPPDAA/jjH/+IzZs346677gp7TTNBEBGBBC2WeOmll/CjH/0Iu3fvRnl5OR599FG88sorOHHihDTLQ87nn3+OFStWYPv27fj2t7+NF154AQ8++CAOHTqEefPmAQAefPBBbN++Hc899xzy8/OxdetWfP3116iqqqIX7iGmq6sLv/71r/HEE0/guuuuw9atW9HZ2amI+z927BhSU1MVyZFlZWXIy8sLKm19fX1+0sYY85O2lJQUkjaCIIgRjFYISGtrK2prazFu3DgUFxfrvmczxvDee+9h48aNyMvLw1NPPYW5c+cOx6eWJLAAACAASURBVGkTBKENCVosUV5ejsWLF+OJJ54A4FuvNHXqVKxduxZ33nmn3/bXXnst7HY73n77bem2pUuXorS0FLt37wZjDLm5udi0aRM2b94MwDdnKzs7G3v27MF11103PE8sDqmpqcHFF1+MhQsX4je/+Q1KSkr8thErY0ePHlVI2/HjxzFu3DiFtC1cuBC5ublBpc3hcCiEzWq1akpbamrqoFteSNoIgiAGj1rOHA4HqqurYbPZUFxcjKysLN3X67a2Ntx+++346KOPsH37dvzkJz8Z9HplgiAGDQlarOB2u5GSkoJXX31VESe7evVqdHd346233vLbJy8vDxs3bsSGDRuk2+655x68+eabOHLkCBoaGjBjxgwcPnwYpaWl0jaXXHIJSktLsWvXrqF9UnGMIAjYt29f2L3/omRVVlYqpK2mpgYTJ070k7bs7OyAj88Yg91u95M2juM0K20kbQRBEMODWswEQcDp06fR0NCA3NxcFBYWas7DFLd97rnncPfdd+Pyyy/HY489htzc3OE4bYIgghP0YmpkTyAkJM6dOwee55Gdna24PTs7GzU1NZr7tLW1aW7f1tYm3S/eprcNMTQYDAZceumlYe/HcRxSU1Nx8cUX4+KLLwbgkyybzYZDhw5J0vbaa6+hrq4Oubm5krSJ4jZhwgRJtDiOQ1paGtLS0qQ3b0EQFNJ25swZWK1WGAwGP2lLTk4OS9retO5BR0cHamtrYTQaseOfd4f9/4AgCCLWuWvv/0N1dbX0muv1enHixAn8//buPCyKK20b+N00NPsq+w4iiGwNjSCQGZcQ0WQm8XUm0XwzERKzTlwQjUajonFfxiGKUWJUdN4kqInimzEhRjJojOhAN8iOgCCCNCKydLPbXd8fXNRYNIuorD6/6/JKKE4VpxCbuvuc8xwAEIlEMDIy6vXcgoICLF26FGVlZTh69CheeeUVKgJCyChDAY2QUa5rtGvq1KmYOnUqgM7Q1tDQAIlEgrS0NEgkEnzzzTcoLi6Gvb09hEIhO8rm6+sLY2Nj9hd4VxDT19eHjY0NgP+GtoaGBjQ2NqKsrAxyuRx8Pp8T2Lo21+7pYUAmk6GwsBByuRwuLi6wtrbGWXmQSjsaZSOEPKsSZfHsVHSZTIaqqioUFBSAYRgIBAKMGzcOMpkMAMDn8znVGtva2vD3v/8de/bswcKFC3Hu3DkYGBgM160QQp4ABbRRwtTUFHw+H9XV1Zzj1dXVsLS07PEcS0vLPtt3/be6uhpWVlacNg9PeSSjD4/Hg5GREWbMmIEZM2YA6AxtdXV1EIvFSEtLg1gsRnx8PMrKyuDk5MSZGikUCmFgYNBjaOuiVCohl8vZkbbS0lLI5XKoq6tzApumpiZu376N6upq2Nvbw8fHp9dpOUDPJaQptBFCxrKHX/d0dXWhq6sLPp8PqVQKIyMjODk54cGDB5DJZKipqYFYLMYbb7wBOzs7uLu7w87ODj/99BP09PSQnJyMKVOmDOmo2aVLl7Br1y6IxWJUVVXhzJkznOUYPUlJSUFUVBRyc3NhZ2eHtWvXIiIigtNmoJWrCRkraA3aKBIYGIiAgADs27cPQOcDsr29PRYtWtRrkZDm5mZ8//337LHg4GB4e3tzioSsWLECy5cvBwA0NjbC3NycioQ8IxiGQU1NDTs1smuftsrKSri4uHCmRvr4+EBPT6/PX/oKhYINbQ0NDaitrUV7ezvU1NRgaGgIY2NjGBgYQF9f/4mrhFJoI4SMBd3flGptbUVBQQHq6+vh6uoKKysrldddpVKJsrIyXLx4EYmJiSguLkZdXR0aGhowfvx49s22rlkSZmZmg3oPP/74I3777TeIRCLMnTu334BWWloKT09PvP/++3j77beRnJyMyMhInDt3DmFhYQAGXrmakFGEioSMJSdOnEB4eDji4uIQEBCAmJgYnDx5EgUFBbCwsMCCBQtgY2ODbdu2Aegssz916lRs374dL730EhISErB161aVMvvbt2/nlNnPysqiMvvPsK7yzV0ba4vFYkgkEty9exeurq6c0Obt7a1SPESpVOKf//wn7O3toaOjg/Hjx0NdXZ1TiKSpqQkCgUBleqSmpuYT9Z1CGyFktOipdP7t27dRXFwMc3NzuLq6QiAQ9HiuUqnE2bNnsWLFCkyaNAkHDhyAq6srampqkJGRAYlEwv4pKSnBhQsX8Pzzzw/FbYHH4/Ub0FatWoVz584hJyeHPTZ//nzU19cjKSkJwMArVxMyilCRkLFk3rx5qKmpwfr16yGVSiEUCpGUlMQW+SgvL+eUWQ8ODsbXX3+NtWvXYs2aNZgwYQISExPZcAYAK1euRFNTE959913U19fjueeeQ1JS0qCFs4FMVzh06BCOHz/OvoCLRCJs3bqV0z4iIgLHjnF/yYWFhbEv8GTgeDwerK2t8fLLL+Pll18G0PngUFFRwYa25ORk7Ny5E3V1dXB3d2dDm7q6Og4cOIC7d+/i66+/RkBAABveHl7U3jVVpyuwSaVSNDc3Q1NTUyW09faA0hOaHkkIGQ26v1bJZDLk5eWho6MDPj4+GDduXK/n3r59G8uXL8fVq1exe/duLFiwgP3db2ZmhpkzZ2LmzJls+4aGhhH3hmtqaipCQ0M5x8LCwtiq0+3t7RCLxVi9ejX7eTU1NYSGhiI1NXVI+0rIcKARNDJkBjpd4S9/+QtCQkIQHBwMLS0t7NixA2fOnEFubi5bvCIiIgLV1dU4evQoe56mpiaMjY2H7L6eVUqlEuXl5UhLS0NycjLOnDmD2tpauLu7Q0NDAz4+PuwUm0mTJkEgEPQ5PbKjo4MT2hobG9HS0gItLS2V0NbXGrZHQaGNEDIcugczhUKBmzdvory8HPb29nB2du51n7IHDx7giy++wKeffoqXX34Ze/bsGZFT/R5lBM3V1RVvvvkmJ4D98MMPeOmll9Dc3Iy6ujrY2NjgypUrCAr6bzGplStX4uLFi7h27dqg3gMhg4xG0MjIsWfPHrzzzjt48803AQAHDx7EuXPncOTIkR6nK3z11Vecj7/88kt89913SE5OxoIFC9jjmpqavRZKIYNHTU0N48aNQ0ZGBo4fP47XXnsNmzZtQltbG9LS0pCeno7vvvsO69atQ2trKzw9Pdmpkb6+vnB3d4e6ujob2jQ0NGBiYgITExP2a3R0dHACW2VlJVpaWqCtrc0JbPr6+gMKbTTSRggZSj295tTW1iI/Px8CgQABAQGcIkzdZWdnY/Hixbh37x5OnjyJsLAwKp1PyBhGAY0MiacxXaG5uRkdHR2cB3igsxKUubk5jI2NMWPGDGzevLnP6SHk6bh79y68vb3h6uqKX3/9FSKRiP2ci4sLXn/9dQCd7xAXFRWxoe2bb77BypUroVAo4OXlxU6PFIlEcHV1hbr6f1+WNDQ0MG7cOM7fZ3t7OzvS1tDQgNu3b6O1tRU6Ojoqoe3ha/WHQhshZDB0f21pb2/HjRs3UFNTAxcXF9ja2vYatpqbm7F9+3Z8/vnn+PDDDxEdHQ09Pb2h6Pag6q3KdNf+mnw+f8CVqwkZSyigkSHxOBttd7dq1SpYW1tz5q3PmjULc+fOhZOTE0pKSrBmzRrMnj0bqampvU4TIU+Hubk5vv32W4SEhPT5Ti6fz8fEiRMxceJEvPHGGwA6Q1tBQQEb2o4dO4Zly5ZBTU0NPj4+nEIkLi4unL/Lrr2Auoe2rlG2uro63Lp1C21tbdDV1VUJbQP5uaDQRgh5XD0VAblz5w6KiopgbGyMoKCgXteGMQyDlJQULFmyBMbGxvj111/h5+c3ZkbNgoKC8MMPP3CO/fzzz+x0RoFAAJFIhOTkZHaqpFKpRHJyMhYtWjTk/SVkqFFAI6PC9u3bkZCQgJSUFM4vtIe3AvDy8oK3tzfGjx+PlJSUIatY9Sx77rnnHus8Pp8PDw8PeHh4ICIiAgzDoKOjA/n5+UhPT0daWhri4uKQlZUFTU1NCIVCCIVCNrQ5OztzCuIIBAKYmprC1NSUPdbW1saGttraWpSWlqK9vR16enqc0Kanpzfg0Nbe3o6SkhLcuXMHdnZ2+Mhvy2N9HwghY1P3cNbU1IT8/Hw0Nzdj0qRJfa4du3fvHj755BMkJiZi48aNWLJkyYBmAwwHuVyO4uJi9uPS0lJkZmbCxMQE9vb2WL16NSorK3H8+HEAwPvvv4/Y2FisXLkSb731Fn755RecPHkS586dY68RFRWF8PBw+Pv7s5Wrm5qa2GUShIxlI/tfPBkzHmej7S67d+/G9u3bceHCBXh7e/fZ1tnZGaampiguLqaANorweDwIBAL4+PjAx8cHCxcuBMMwaG9vR3Z2Nlvuf+/evcjJyYGuri58fX0hFArZQiT29vac0KapqQkzMzN2/x+GYTihraamBiUlJXjw4EGPI20PX6uLUqlERUUFSkpKYGRkhClTpkBXV5dG2gghAFSDWdd+ZaWlpbCxsYFQKOw1bCmVSpw4cQIff/wxJk+ejKysLDg5OQ1Ft59Yeno6pk+fzn4cFRUFAAgPD0d8fDyqqqpQXl7Oft7JyQnnzp3DsmXL8Nlnn8HW1hZffvkluwca0H/lakLGMqriSIbMQDfaBoCdO3diy5Yt+OmnnzBlypR+v0ZFRQXs7e2RmJjIlognYwfDMGhtbUVWVhYb2sRiMXJzc2FkZMSZGunn5wdra+seg1b36z1ciKSxsREKhUJlpK2trQ1FRUUAOiuQPTxa96gotBEyNvX0Jk19fT3y8vLA4/EwadIkGBoa9nr+zZs3ERkZiZycHMTExOC1117r87WLEDKq0UbVZOQY6EbbO3bswPr16/H1118jJCSEvY6enh709PQgl8uxceNG/OlPf4KlpSVKSkqwcuVKyGQyZGdnP/Gmx2R0YBgGzc3NyMzM5IS2goICmJmZcUKbr68vLC0t+1zHwTAMWlpa2LBWX1+PxsZGMAwDLS0tjBs3DoaGhjAwMICuru4TP0RRaCNkdOsezjo6OlBcXIw7d+7A2dkZDg4Ovb5OdHR0IDY2Ftu2bcPrr7+OHTt2qBTCIv2ztbXFmjVr8Le//Y09duXKFYSGhiI/Px8ODg7D2DtCVFBAIyNLbGwsu1G1UCjE3r17ERgYCACYNm0aHB0dER8fDwBwdHTErVu3VK4RHR2NDRs2oKWlBXPmzEFGRgbq6+thbW2NmTNnYtOmTTQF4hnHMAzkcjkkEgkntBUVFcHKykoltJmZmamEttraWvz73/+GsbExrKysYG1tzQluMpkMDMNAX1+fM9Kmq6v7xAv5KbQRMvL1VATk7t27KCgogJ6eHtzd3aGjo9PjuQzDQCKRYNGiRWhtbUVcXBymTp06ZoqADLU//elPMDAwYPdEZRgGgYGBeOGFF7BlC60RJiMOBTRCnqb9+/ezAdPHxwf79u1DQEBAj23j4+NVFjNramqitbWV/ZhhGERHR+PQoUOor69HSEgIDhw4gAkTJgzqfTyLGIZBQ0MDJBIJ0tLSIJFIIJFIUFxcDHt7e3Y9m7e3NzIzM7F3714IhUIkJCT0uD9R18hd9+mRPB5PJbTp6OhQaCNkDOkezlpaWlBQUICGhga4ubn1OVIvk8mwefNmHD58GMuXL8cnn3zSazVH8mh27dqFY8eOIScnBwBw/PhxrFq1CkVFRWNiWwIy5lBAI+RpOXHiBBYsWICDBw8iMDAQMTExOHXqFAoLC3usyBUfH4+lS5eisLCQPcbj8Tijezt27MC2bdtw7NgxODk5Yd26dcjOzkZeXh79wh4CDMOgrq4OYrEYaWlp+Omnn3D16lVoaWnB1dUVdnZ2EIlE8PPzg1AohIGBQZ9BS6lUqoQ2mUwGHo/HCWxde/1QaCNkdOlp1Ky8vBwlJSWwsLDAhAkTIBAIejyXYRgkJSUhKioKtra2iIuLg6en51B0e8z79ddfMW3aNDQ0NIDH48HNzQ0bN27EwoULh7trhPSEAhohT0tgYCAmT56M2NhYAJ0P43Z2dli8eHGPRU7i4+MRGRmJ+vr6Hq/HMAysra2xfPlyrFixAgDQ0NAACwsLxMfHc7YQIIOrvLwcq1atwr/+9S+sXr0af/3rX5Gbm4v09HSkp6dDIpGgsrISLi4unOqRQqEQenp6/Ya2pqYmldDG5/NVQpuWlhaFNkJGqCO39kBfX58NYI2NjcjPz0dHRwcmTZrU59oxqVSKlStX4sKFC9i6dSvee+892qvzKWpuboahoSGSk5Nx4cIFfP/99xCLxVRohYxU/f6ipzL7hDyC9vZ2iMVirF69mj2mpqaG0NBQpKam9nqeXC6Hg4MDlEol/Pz8sHXrVnh4eADo3CdGKpVyNt42NDREYGAgUlNTKaANkW+//Rbh4eH485//jMLCQlhbWwMA7O3tMXv2bACdYbqqqooNbJcvX8bevXtRXV0NNzc3zpo2b29vzpRGNTU16OvrQ19fHzY2NgA6Q5tcLmcDW2lpKeRyOdTV1VWmRw40tFHJf0KerpjsDWwYa2lpgZaWFtTU1NDS0gJzc3N4e3tDW1u7x3OVSiWOHz+OTz75BDNmzEBOTg5sbW2H+A7GPh0dHXh5eeG7777DoUOH8MMPP1A4I6MaBTRCHsG9e/egUChUio9YWFigoKCgx3Pc3Nxw5MgReHt7o6GhAbt370ZwcDByc3Nha2sLqVTKXqP7Nbs+Rwbf5MmT8csvv7DFanrC4/FgbW2Nl19+md2+gWEYVFRUsKEtOTkZO3fuRF1dHdzd3TmhzcvLC5qampzQ1hXAuigUCk5ou3nzJpqamqCurq4y0vbwtR4FhTZCBq6nfzdSqZR9zTcxMYFMJsPly5ehqamJS5cuoaGhASKRCEFBQWhtbcXSpUtRWlqKI0eOYM6cOcNSBGQga6enTZuGixcvqhx/8cUX2U2kIyIicOwY93sTFhaGpKSkp9/5AZgyZQr27duHV155BdOmTRvWvhDypCigETJIgoKCEBQUxH4cHBwMd3d3xMXFYdOmTcPYM/IwBweHxyrBzOPxYGdnBzs7O/zP//wPgM53y8vLy5GWlob09HScO3cOmzZtglwux6RJkzihzcPDAwKBgH1g4/P5MDQ05OyVpFAoIJPJOJtry+VyCASCHkPbQJyVH4NSqcTt27dx8+ZNmJiYYH3IngF/HwgZi7qHs7a2Nty4cQP37t2Di4sLbG1t2X+7HR0dkMlkyM/Ph0Qiwffff4+KigpoaGjAysoK/+///T+oqamhsrISNjY2QxrSTpw4gaioKM7a6bCwsF7XTp8+fRrt7e3sx7W1tfDx8cGrr77KaTdr1iy2YiKAEbGtjY+PDzQ0NLBr167h7gohT4zWoBHyCNrb26Gjo4Nvv/0Wc+bMYY+Hh4ejvr4eZ8+efaTrvPrqq1BXV8c333yDmzdvYvz48cjIyIBQKGTbTJ06FUKhEJ999tlTvw8y9JRKJW7evMmGNrFYjMzMTLS0tMDT05Ozsba7uzvU1dX7fIDrHtoaGxvR1NQETU1NldDWW7ECoPPBq6uAjZubG8aNG6fShkbZyLOmpyIgd+7cwY0bN2BiYgI3N7deCzgxDIPU1FQsXrwYmpqaePfdd9He3o6MjAyIxWLk5+dj3LhxEIlEmDlzJpYtWzbo9zPQtdPdxcTEYP369aiqqoKuri6AzhG0+vp6JCYmDmrfB2r69Onw8/PD3//+9+HuCiH9oTVohDwNAoEAIpEIycnJbEBTKpVITk7GokWLHukaCoUC2dnZePHFFwEATk5OsLS0RHJyMhvQGhsbce3aNXzwwQeDcyNkyKmpqcHFxQUuLi54/fXXAXT+LBQXF7OhLSEhAatWrYJCoYCXlxc70iYSieDq6gp19f++VPP5fBgZGcHIyIg99uDBA05oq6qqQnNzM7S0tFRC24MHD3Djxg3cv38fzs7OsLOz63WtBk2NJM+S7j/vTU1NyMvLQ2trKzw9PWFmZtbrufX19Vi/fj2++eYbrFmzBh999JHKGyTNzc24fv06JBIJlErloNzDwx537fTDDh8+jPnz57PhrEtKSgrMzc1hbGyMGTNmYPPmzT2+yTPYlEolampqcPjwYRQVFT3ym6WEjHQ0gkbIIzpx4gTCw8MRFxeHgIAAxMTE4OTJkygoKICFhQUWLFgAGxsbbNu2DQDw6aefYsqUKXBxcUF9fT127dqFxMREiMViTJo0CUBnmf3t27dzyuxnZWVRmf1nkEKhQEFBARvaJBIJMjMzoaamBh8fH870SBcXl34rwHVNu+oKbQ0NDewefFpaWrCysoKJiQn09fWhoaHxRH2n0EZGs+7BTKlUorS0FGVlZbC1tcX48eM5b5I8jGEYnD17FitWrMDEiRNx8OBBuLq6DkW3+3Xnzh3Y2NjgypUrnOn2K1euxMWLF3Ht2rU+z//Pf/6DwMBAXLt2jbNmLSEhATo6OnByckJJSQnWrFkDPT09pKamDnllypSUFMyYMQMTJ07E0aNH+1xLTMgIQiNohDwt8+bNQ01NDdavXw+pVAqhUIikpCS2yEd5eTlnJKKurg7vvPMOpFIpjI2NIRKJcOXKFTacAZ2/KJuamvDuu++ivr4ezz33HJKSkiicPYP4fD48PDzg4eGBiIgIMAyDjo4O5OfnIz09HWlpaYiLi0NWVhY0NTXh4+PDlvv38/ODs7Mz5+dPQ0MDJiYmMDIyQmZmJgBAX18fVlZWUCqV7Ehba2srtLW1VUbaensg7QmNtJHRqKef27q6OuTn54PH48Hf35+zJrS7iooKLF++HFeuXMHu3bsRHh4+pioHHj58GF5eXioFRR6uMOzl5QVvb2+MHz8eKSkpeP7554e0j9OmTRuS0UhChhqNoBHyjHlWKnqNRQzDoL29HdnZ2ewom1gsRnZ2NnR1dTl7tPn5+aGurg5RUVGoqKjAhQsXYG9vr7K+rb29nbOerbGxEW1tbdDV1VUp+f+k745TaCMjRfdw1tHRgaKiIkilUjg7O8Pe3r7XsKVQKHDo0CFs3LgRf/jDH7Bnzx6VarwjwZOsnW5qaoK1tTU+/fRTLF26tN+vZWZmhs2bN+O99957Kn0nZIyjETRCyH89SxW9xiIejwdNTU34+/vD398fQGdoa21tRVZWFluEZPv27cjLywOfz4efnx9ee+01XL9+HWpqarCxseE8eAoEApiamsLU1JQ91tbWxoa1+/fvo6ysDO3t7dDV1eUENn19/QGFNhppI8OtpyIg1dXVKCwshL6+PoKCgnrd0wwAcnJysHjxYtTU1CAhIQGzZs0altL5j+JJ1k6fOnUKbW1t+Otf/9rv16moqEBtbS2srKyeSr8JITSCRsgz5Vmq6PUsYhgGX331FVauXAlnZ2e8/fbbaGhogFgshlgsRkFBAUxNTTnr2fz8/GBpadnvQ2Zra6vKSNuDBw9UQpuenh6NtJERqXs4a2lpQUFBARoaGuDm5tbnv4OWlhZs374d+/fvx9/+9jds2LABenp6Q9HtJzLQtdNdfve738HGxgYJCQmc43K5HBs3bsSf/vQnWFpaoqSkBCtXroRMJkN2dja9OUfIo6ERNEJIp2ehotezrKSkBOHh4SgrK8OePXswb948zsMmwzCQy+WQSCTsSNvp06dRVFQEKysrTmjz9fWFmZkZ53wtLS1oaWmxI60Mw3BG2mpqalBSUoIHDx5AT09PJbQNZG0OjbSRp6mnIiC3b99GSUkJLCwsEBIS0muhHIZhcPHiRSxZsgRGRkb49ddf4efnN2JHzbob6NppACgsLMTly5dx/vx5levx+XxkZWXh2LFjqK+vh7W1NWbOnIlNmzZROCPkKaIRNEKeEc9CRa9nWU1NDWJjY/HRRx898jv7DMOgsbEREokEaWlpEIvFkEgkKC4uhr29PWc9m6+vL4yNjft8MO2abtl9pE2hUKisZ9PV1X3iggoU2khfegr6jY2NyMvLg0KhgLu7O0xMTHo9/969e/jkk0+QmJiIDRs2YOnSpQMqnkMIIb3o9x0eCmiEPCOeNKC99957SE1NRVZWVp/tujbgvnDhwpBX9CJPjmEY1NXVQSwWc0JbWVkZnJycOCNtQqEQhoaG/Ya2lpYWldDGMIxKaNPR0Xns0KZUKlFeXo6lntGPe+tkDOkezh48eICSkhJUVFTA0dERjo6Ovb6BpFQqcfLkSaxatQr+/v74/PPP4eTkNBTdJoQ8G2iKIyGkk6mpKfh8PqqrqznHq6urYWlp2ee5TU1NSEhIwKefftrv13F2doapqSmKi4spoI1CPB4PJiYmeOGFF/DCCy8A6AxZNTU1EIvFnJL/FRUVcHFxUQltenp6bGjj8XjQ0dGBjo4O+3PGMAyam5vZsFZZWYmCgoIeQ5uurm6/08nu37+PgoICAMDR8n+ojIrQSNuzo6dRs5qaGhQUFEBLSwuBgYF9jjCXlpYiMjISWVlZ2Lt3L+bNmzemSucTQkYHGkEj5BkSGBiIgIAA7Nu3D0DnO8X29vZYtGhRn0VC4uPj8f7776OysrLftWUVFRWwt7dHYmIiXn755afafzJyMAyDqqoqpKensyX/JRIJpFIp3NzcOKHN29sbOjo6/Y60NTU1cUbZZDIZeDxejyNtPB4PbW1tuHHjBmpqavotjd4dhbaxp3s4a2trQ2FhIWprazFhwgTY2Nj0+jPY0dGB/fv3Y+vWrZg3bx527txJ62gJIYOFpjgSQv6LKnqRwcQwDCoqKtjQ1lU9sq6uDu7u7pzQ5unpCS0trT5Dm1KpVAltcrkcPB4PAoEAra2tMDAwwIQJE2BkZPTEhRsotI1OPZXOr6ysRFFREcaNGwc3N7deX4sYhkFGRgYWLVqE5uZmxMXFYdq0aaOmCAghZFSigEYI4YqNjWU3qhYKhdi7dy8CAwMBdG5M7ejoiPj4eLZ9YWEhJk6ciPPnz7NT3rq0tLRgzpw5yMjIUKnoNRI3biVDr2ttWFpaNUH/3AAAHzdJREFUGhvaJBIJZDIZJk2axCn37+HhAYFA0OfDcW1tLfLz86FQKGBgYIC2tjbI5XLw+XzOKJuBgUG/AfBRUGgb2bqHM7lcjvz8fLS2tmLixIkwMzPr9Vy5XI5Nmzbh8OHDiIqKwtq1a6GlpTXYXSaEEApohBBCRhalUombN29yQltmZiZaWlrg6enJCW3u7u5QV1dHRUUFli9fDm1tbWzYsAEODg7sdEalUgm5XK4y0qaurq4S2jQ1NSm0jQHRl5Zy/l7V1dVx69YtlJWVwdbWFuPHj++14iLDMEhKSkJUVBRsbW0RFxcHT0/PIb4DQsgzjAIaIWRsuXTpEnbt2gWxWIyqqiqcOXMGc+bM6fOclJQUREVFITc3F3Z2dli7di0iIiI4bfbv38+OLPr4+GDfvn2c7QTI4FIoFCguLmZDm0QiQUZGBjo6OmBra4uqqip4enpizZo1mD59er/lzhUKRY+hTSAQ9BjanhSFtqFxuuEIZDIZ5++1qakJQOceXRYWFjAzM+s1jEulUqxatQo///wztm7divfee4+2AyGEDDUKaISQseXHH3/Eb7/9BpFIhLlz5/Yb0EpLS+Hp6Yn3338fb7/9NpKTkxEZGYlz584hLCwMQOfavAULFuDgwYMIDAxETEwMTp06hcLCQnZjZjL0Ll++jHfeeQd1dXX4/e9/j4qKCly/fh08Hg/e3t6cNW0TJkzo90FboVD0+HCvqampUoiEQtvI0306Y0dHB27cuAGpVAobGxtoa2tDJpNBJpNBLpfj888/R2NjI7y8vCASiXDv3j3s2rULM2bMwN69e2FraztMdzKwN4Ti4+Px5ptvco5pamqitbWV/ZhhGERHR+PQoUOor69HSEgIDhw4gAkTJgzqfRBCHgsFNELI2MXj8foNaKtWrcK5c+eQk5PDHps/fz7q6+uRlJQEoLO65eTJkxEbGwugc8qcnZ0dFi9e3Gd1SzI4ampq8PHHHyMhIQFr1qzBihUroKmpCYZh0NHRgfz8fLbcv0QiQVZWFgQCAYRCIWdzbWdn536rOj548EAltDU3N0NLS0sltAkEgie+NwptA9dTERCpVIobN27AwMAAEydOhLa2NqeNQqHAlStXcPnyZVy7dg15eXmorKyEoaEhgoODIRKJ2D+2trZDWhRkoG8IxcfHY+nSpSgsLGSP8Xg8zjrfHTt2YNu2bTh27BicnJywbt06ZGdnIy8vj9bVETLy0D5ohJBnW2pqKkJDQznHwsLCEBkZCQBob2+HWCzG6tWr2c+rqakhNDQUqampQ9pX0ul///d/cf/+feTm5sLR0ZE93lW90cfHBz4+Pli4cCEYhkF7ezuys7PZqZH79u1DdnY2dHR02L3ZukJb91L86urqMDY2hrGxMXuso6ODE9ru3LmDlpYWaGlpqUyP1NDQGNC99bRPF4W23nX/frW0tCA/Px8ymQxubm6wsLDoMVzx+XwEBATgt99+w2+//YaIiAisXbsWZWVlbHXRs2fPIjc3F6ampnj11VfZN2gG2549e/DOO++wo2IHDx7EuXPncOTIkV7fEOLxeL3uV8kwDGJiYrB27Vq88sorAIDjx4/DwsICiYmJmD9//uDcCCFk0FBAI4SMaVKpVKWipIWFBRobG9HS0oK6ujooFIoe23RtfkyGVmRkJJYtW/ZIbXk8HjQ1NeHv7w9/f38AnQ+sra2tyMrKYouQ7Nq1C7m5uTAyMoJQKOQUIrGxseGENg0NDZiYmHA2vO7o6OCMslVUVKC1tRXa2tqcwKavr0+h7Sno/j3pqgZaUlICKysreHl59fp9ZhgGV69exZIlS8Dj8XD+/HkEBweDx+PBysoKQUFBbNvm5mZcv34dcrl8UO+ny+O+ISSXy+Hg4AClUgk/Pz9s3boVHh4eADqncUulUs4bUYaGhggMDERqaioFNEJGIQpohBBCRpQnnW7G4/Ggra2NwMBAdgsJhmHQ3NyMzMxMNrRt3rwZBQUFMDU15axn8/Pzg6WlJacfGhoaGDduHGfz4vb2dnakraGhAbdv30Zrayt0dHRUQlt/RU26dO3hFfl9BExMTODm5sZOUXsWQltPYbWhoQH5+flsOHl4tLOnttHR0fjqq6+wevVqrFy5ss+pqTo6OpzANtju3bs34DeE3NzccOTIEXh7e6OhoQG7d+9GcHAwcnNzYWtrC6lUyl6j+zW7PkcIGV0ooBFCxjRLS0tUV1dzjlVXV8PAwADa2trg8/ng8/k9tultShEZfXg8HnR1dRESEoKQkBAAnWFILpdDIpGwoe306dMoKiqClZUVJ7T5+vrCzMyME9oEAkGPoa1rlK2urg63bt1CW1sbdHV1VUJb96ImMpkM+fn5aGtrg6enp8oeXt3Dy1gLbN3v78GDByguLkZlZSUcHR3h5OTU65pChmHwf//3f1ixYgVcXV0hkUjg5uY2FN0edEFBQZwQGRwcDHd3d8TFxWHTpk3D2DNCyGChgEYIGdOCgoLwww8/cI79/PPP7AOPQCCASCRCcnIyW2xEqVQiOTkZixYtGvL+kqHD4/Ggr6+PqVOnYurUqQA6H/QbGxshkUiQlpYGsViMhIQEFBcXw97enrOezdfXF8bGxiqhzdTUFKampuyx1tZWdqSttrYWpaWlaG9vh56eHgwMDKCrq4vGxkbcvXuXDSKPUvp9rEyN7Ok+ampqkJ+fD21tbUyZMgW6urq9nl9ZWYmoqChcuXIFu3btQkRERL/FYYaLqanpE78hpKGhAV9fXxQXFwMAe151dTWsrKw41xQKhU+p54SQoUQBjRAyqsjlcvbBBOhcf5GZmQkTExPY29tj9erVqKysxPHjxwEA77//PmJjY7Fy5Uq89dZb+OWXX3Dy5EmcO3eOvUZUVBTCw8Ph7++PgIAAxMTEoKmpSaW0NRn7eDweDA0NMX36dEyfPh1AZ2irq6uDWCxmQ1t8fDzKysrg6OjImRopFAphaGjICW1aWlrQ0tJiR8QYhkFbWxsaGhoglUo5P881NTVoa2vjjLQNJGyMttDWvb+tra0oLCzE/fv34erqCmtr616nvCoUChw6dAgbN27EH/7wB+Tl5alM8xtpnsYbQgqFAtnZ2XjxxRcBAE5OTrC0tERycjIbyBobG3Ht2jV88MEHg3MjhJBBRWX2CSGjSkpKCvvg/LDw8HDEx8cjIiICZWVlSElJ4ZyzbNky5OXlwdbWFuvWrVPZqDo2Npbdl0goFGLv3r3s+iVCumMYBjU1NRCLxUhPT2crSFZUVMDFxYUzPVIoFEJPT48TNG7cuIFTp04hJCQErq6usLS0RFtbG6cQSWNjIxQKBTvS1vVHT0/viUeIhju09VQ6v6KiAsXFxTA1NYWrq2ufe9Hl5uZi0aJFuHv3Lvbv34/Zs2cPaan8J3HixAmEh4cjLi6OfUPo5MmTKCgogIWFBRYsWAAbGxts27YNAPDpp59iypQpcHFxQX19PXbt2oXExESIxWJMmjQJQGeZ/e3bt3PK7GdlZVGZfUJGJtoHjRBCRqpLly5h165dEIvFqKqq6ndPt9OnT+PAgQPIzMxEW1sbPDw8sGHDBnbDbQDYsGEDNm7cyDnPzc2NKlIOga79uboCm1gshkQigVQqhZubG3x9feHt7Y0bN27gm2++wezZs3H48OFegwjDMGhpaeEENplMBqVSqRLadHV1R0Vo62mETy6XIy8vD21tbXB3d+dMD+2upaUFO3bsQGxsLD744ANs3LgRenp6g9nlQdHXG0LTpk2Do6Mj4uPjAQDLli3D6dOnIZVKYWxsDJFIhM2bN8PX15e9XtdG1V988QXq6+vx3HPP4fPPP4erq+tw3B4hpG8U0AghZKT68ccf8dtvv0EkEmHu3Ln9BrTIyEhYW1tj+vTpMDIywtGjR7F7925cu3aNfVjbsGEDvv32W1y4cIE9T11dvc+HXjJ4ukaG0tPTcfr0aSQmJoLP58PY2Bi6urqckTYvLy9oaWn1ORLUVY2ye2hjGEZlY21dXd0nHlV6mqGtezhTKBQoLS3FrVu3YGdnh/Hjx/e69o5hGFy6dAmLFy+GoaEh4uLiIBKJRs2oGSGEPIQCGiGEjAY8Hq/fgNYTDw8PzJs3D+vXrwfQGdASExORmZk5GN0kj+HevXtYtWoVTpw4gejoaCxZsgRVVVVIS0vjjLTJZDJMmjSJs6bNw8MDAoFgwKGtsbGRLYLycGjT0dEZ8tDW06jZ/fv3kZeXBw0NDUyaNAn6+vq9nl9bW4u1a9fi9OnTiI6ORmRk5CNvW0AIISNQvy/C9ApHCCGjlFKphEwm42yoDABFRUWwtraGlpYWgoKCsG3bNtjb2w9TL59tN27cQHBwMEJCQpCbmwsHBwcAgKOjIxwdHfHqq68C6Py7vHnzJluE5MyZM1i/fj1aWlrg6enJCW3u7u5QV1dng1bXFgK6urpsFT+lUskJbbdv34ZMJgOPx+MEtq7tJgYS2gZSiKR72/b2dhQVFaG6uhouLi6ws7Pr9WsrlUqcOnUKq1atgkgkwvXr1+Hs7PzI/SSEkNGKRtAIIWQEeJwRtJ07d2L79u0oKCiAubk5gM5pk3K5HG5ubqiqqsLGjRtRWVmJnJycPkcpyOBQKpX497//jeeff37A5yoUChQXF7MjbRKJBBkZGXjw4AG8vLzY6ZEikQhubm7g8/l9Bi2lUommpiaV6ZF8Pl8ltPU31XKgutbnFRYWwtDQEBMnToS2tnav7UtLS7Fs2TJcv34d//jHPzB//vwRWzqfEEIGiKY4EkLGhm+++QZvvfUWbt68yY4SvPnmmxCLxfj1119haGg4zD18MgMNaF9//TXeeecdnD17FqGhob22q6+vh4ODA/bs2YOFCxc+re6SYaJQKFBQUMAJbdevXwePx4O3tzdnTduECRP63U9NqVRCLpdzQptcLoe6urrK9MjHDW3Nzc3Iz8+HXC7HxIkTYW5u3ut1Ojo68Pnnn2PLli2YN28edu7cydkInBBCxgAKaISQsYFhGAiFQvz+97/Hvn37EB0djSNHjuDq1auwsbEZ7u49sYEEtISEBLz11ls4deoUXnrppX7bT548GaGhoWzZbjJ2MAyDjo4O5OfnIz09HWlpaZBIJMjKyoJAIIBQKORsru3s7NzvSJRCoVAJbU1NTVBXV1cZadPU1OxziuKtW7dw8+ZNWFtbw8XFBRoaGr3eR0ZGBhYtWoTm5mbExcVh2rRpVASEEDIW0Ro0QsjYwOPxsGXLFvz5z3+GpaUl9u3bh19//XVMhLOB6BpJTEhIeKRwJpfLUVJSgjfeeGMIekeGGo/Hg0AggI+PD3x8fLBw4UIwDIP29nbk5OSwRUj27duH7Oxs6OjowM/PDz4+Pmxoc3Bw4IQ2Pp8PQ0NDzqi0QqGATCZjA9vdu3fR1NQEgUDQY2hraGhAXl4eGIaBSCSCkZFRr/cgl8uxefNmfPnll1i2bBnWrl3b5/RHQggZ62gEjRAyqvj5+SE3Nxfnz5/H1KlTh7s7T0Qul6O4uBgA4Ovriz179mD69OkwMTGBvb09Vq9ejcrKShw/fhxA57TG8PBwfPbZZ5g7dy57HW1tbfZhesWKFfjjH/8IBwcH3LlzB9HR0cjMzEReXh7MzMyG/ibJiMAwDFpbW5GVlcWGNrFYjNzcXBgaGnKmRvr5+cHGxuaRRtoeDm1dI218Ph8KhYL9OTY0NIRAIOixT+fPn0dkZCRsbGwQFxcHLy+vwfoWEELISEFTHAkhY0dSUhLmzp3Ljg5MnDhxuLv0RFJSUjB9+nSV4+Hh4YiPj0dERATKysqQkpICoHMD24sXL/baHgDmz5+PS5cuoba2FmZmZnjuueewZcsWjB8/fjBvhYxCXeX5MzMzOaGtoKAApqamKqHN0tKyzymHt2/fxs2bNyEQCGBqaorW1lY0NjaiubkZBQUF+PHHH+Hj44OAgABMmDABu3fvxk8//YQtW7bggw8+6He93GDav38/u3G0j48P9u3bh4CAgB7bHjp0CMePH0dOTg4AQCQSYevWrZz2EREROHaMW8EyLCwMSUlJg3cThJDRggIaIWRskEgkmDZtGuLi4hAfHw8DAwOcOnVquLtFAFy6dAm7du2CWCxGVVVVv2vpegumVVVVsLS0ZD8eyEMzeToYhoFcLodEImEDm1gsxo0bN2BlZcWGtq7gZmZmhtLSUixatAh8Ph9xcXGwsrLiBLmOjg5kZ2ez+/Pl5OSguroaOjo6mD59On7/+9/D398ffn5+fU6FHCwnTpzAggULcPDgQQQGBiImJganTp1CYWEhWx31YX/5y18QEhKC4OBgaGlpYceOHThz5gxyc3PZKdcRERGorq7G0aNH2fM0NTVhbGw8ZPdFCBmxKKARQka/srIyBAUFYenSpfj4449x7do1BAUFIT09HX5+fsPdvWfejz/+iN9++w0ikQhz58595IBWWFgIAwMD9ri5uTk7rW6gD81k8DAMg8bGRkgkEnafNolEguLiYpiYmKClpQVCoRDvv/8+O0W3p5G2GzduYMmSJSgpKcGWLVtgY2MDsViM9PR0pKen49atW3BxcYG/vz+2bNkyZHueBQYGYvLkyYiNjQXQWdzEzs4Oixcvxscff9zv+QqFAsbGxoiNjcWCBQsAdAa0+vp6JCYmDmrfCSGjEgU0Qsjodv/+fQQHB2PatGk4ePAge/yll16CQqGgKUMjzKNUo+wKaHV1db2OmDzpQzMZXFlZWVi4cCEqKyvx4osvoq6uDhKJBGVlZXB0dFTZWDs+Ph67d+9GeHg4tm7d2uPfe01NDRvY3nvvvSFZM9ne3g4dHR18++23nJ/Z8PBw1NfX4+zZs/1eQyaTwdzcHKdOncIf/vAHAJ0BLTExEQKBAMbGxpgxYwY2b95MWwYQQgCq4kgIGe1MTExQUFCgcvzcuXPD0BvyNAmFQrS1tcHT0xMbNmxASEgIgM6HZrFYjNWrV7Nt1dTUEBoaitTU1OHqLgHQ0tKCTZs2ISYmBkuXLsW6deugo6MDoHOk7eGQlZaWhri4OFRUVMDa2hrnz59HcHBwr+vYzMzMMGvWLMyaNWvI7ufevXtQKBSwsLDgHLewsOjxdacnq1atgrW1NWc/wlmzZmHu3LlwcnJCSUkJ1qxZg9mzZyM1NXVY19oRQkYHCmiEEEKGlJWVFQ4ePAh/f3+0tbXhyy+/xLRp03Dt2jX4+fk9lYdmMjgyMjLw73//G1evXoW3tzfnczweD+bm5pg9ezZmz54NoDO0paenw87OjrO+cKzYvn07EhISkJKSAi0tLfb4/Pnz2f/38vKCt7c3xo8fj5SUFDz//PPD0VVCyChCAY0QQsiQcnNzg5ubG/txcHAwSkpK8I9//AP//Oc/h7FnpD/BwcG4cuXKI28gzePxMHny5EHu1eMzNTUFn89HdXU153h1dXW/gXL37t3Yvn07Lly4oBJWu3N2doapqSmKi4spoBFC+tX3JieEEELIEAgICGD3hHuSh2Yy+B41nI0GAoEAIpEIycnJ7DGlUonk5GQEBQX1et7OnTuxadMmJCUlwd/fv9+vU1FRgdraWlhZWT2VfhNCxjYKaIQQQoZdZmYm+/D6uA/NhDyOqKgoHDp0CMeOHUN+fj4++OADNDU14c033wQALFiwgLMecseOHVi3bh2OHDkCR0dHSKVSSKVSyOVyAJ0b0H/00Ue4evUqysrKkJycjFdeeQUuLi4ICwsblnskhIwuNMWREELIE5HL5ezoFwCUlpYiMzMTJiYmsLe3x+rVq1FZWYnjx48DAGJiYuDk5AQPDw+0trbiyy+/xC+//ILz58+z14iKikJ4eDj8/f0REBCAmJgYzkMzIU/LvHnzUFNTg/Xr10MqlUIoFCIpKYldA1leXs5u/wAABw4cQHt7O/785z9zrhMdHY0NGzaAz+cjKysLx44dQ319PaytrTFz5kxs2rQJmpqaQ3pvhJDRicrsE0IIeSK9bTwdHh6O+Ph4REREoKysDCkpKQA6p4d98cUXqKyshI6ODry9vbF+/XqVa8TGxrIbVQuFQuzduxeBgYFDcUuEEELIYKF90AghhBBCCCFkhOg3oNEaNEIIIeQhly5dwh//+EdYW1uDx+MhMTGxz/YRERHg8Xgqfzw8PNg2GzZsUPn8xIkTB/tWCCGEjEIU0AghhJCHNDU1wcfHB/v373+k9p999hmqqqrYP7dv34aJiQleffVVTjsPDw9Ou8uXLw9G9wkhhIxyVCSEEEIIecjDGy0/CkNDQxgaGrIfJyYmoq6uTqWgibq6Om0TQAghpF80gkYIIYQ8RYcPH0ZoaCgcHBw4x4uKimBtbQ1nZ2f85S9/QXl5+TD1kBBCyEhGAY0QQgh5Su7cuYMff/wRb7/9Nud4YGAg4uPjkZSUhAMHDqC0tBS/+93vIJPJhqmnhBBCRiqa4kgIIYQ8JceOHYORkRHmzJnDOf7wlElvb28EBgbCwcEBJ0+exMKFC4e6m4QQQkYwGkEjhBBCngKGYXDkyBG88cYbEAgEfbY1MjKCq6srZ4Nv0mn//v1wdHSElpYWAgMD8Z///KfP9qdOncLEiROhpaUFLy8v/PDDD5zPMwyD9evXw8rKCtra2ggNDUVRUdFg3gIhhDwRCmiEEELIU3Dx4kUUFxc/0oiYXC5HSUkJrKyshqBno8eJEycQFRWF6OhoSCQS+Pj4ICwsDHfv3u2x/ZUrV/D6669j4cKFyMjIwJw5czBnzhzk5OSwbXbu3Im9e/fi4MGDuHbtGnR1dREWFobW1tahui1CCBkQ2qiaEEIIeYhcLmdHtnx9fbFnzx5Mnz4dJiYmsLe3x+rVq1FZWYnjx49zznvjjTdQVFSEq1evqlxzxYoV+OMf/wgHBwfcuXMH0dHRyMzMRF5eHszMzIbkvkaDwMBATJ48GbGxsQAApVIJOzs7LF68GB9//LFK+3nz5qGpqQn/+te/2GNTpkyBUCjEwYMHwTAMrK2tsXz5cqxYsQIA0NDQAAsLC8THx2P+/PlDc2OEEPJftFE1IYQQMhDp6enw9fWFr68vACAqKgq+vr5Yv349AKCqqkqlAmNDQwO+++67XkfPKioq8Prrr8PNzQ2vvfYaxo0bh6tXr1I4e0h7ezvEYjFCQ0PZY2pqaggNDUVqamqP56SmpnLaA0BYWBjbvrS0FFKplNPG0NAQgYGBvV6TEEKGGwU0Qggh5CHTpk0DwzAqf+Lj4wEA8fHxSElJ4ZxjaGiI5uZmvPPOOz1eMyEhAXfu3EFbWxsqKiqQkJCA8ePHD/KdANu2bcPkyZOhr68Pc3NzzJkzB4WFhf2eNxzruu7duweFQgELCwvOcQsLC0il0h7PkUqlfbbv+u9ArkkIIcONAhohhBAyRl28eBEffvghrl69ip9//hkdHR2YOXMmmpqaej2H1nURQsjwooBGCCGEjFFJSUmIiIiAh4cHfHx8EB8fj/LycojF4l7P+eyzzzBr1ix89NFHcHd3x6ZNm+Dn58euC2MYBjExMVi7di1eeeUVeHt74/jx47hz5w4SExMfu6+mpqbg8/morq7mHK+uroalpWWP51haWvbZvuu/A7kmIYQMNwpohBBCyDOioaEBAGBiYtJrm+Fa1yUQCCASiZCcnMweUyqVSE5ORlBQUI/nBAUFcdoDwM8//8y2d3JygqWlJadNY2Mjrl271us1CSFkuNFG1YQQQsgzQKlUIjIyEiEhIfD09Oy13XCu64qKikJ4eDj8/f0REBCAmJgYNDU14c033wQALFiwADY2Nti2bRsAYOnSpZg6dSr+/ve/46WXXkJCQgLS09PxxRdfAAB4PB4iIyOxefNmTJgwAU5OTli3bh2sra1VNhMnhJCRggIaIYQQ8gz48MMPkZOTg8uXLw93V3o1b9481NTUYP369ZBKpRAKhUhKSmLDYHl5OdTU/jv5Jzg4GF9//TXWrl2LNWvWYMKECUhMTOQE0JUrV6KpqQnvvvsu6uvr8dxzzyEpKQlaWlpDfn+EEPIoaB80QgghZIxbtGgRzp49i0uXLsHJyanPtvb29oiKikJkZCR7LDo6GomJibh+/Tpu3ryJ8ePHIyMjA0KhkG0zdepUCIVCfPbZZ4N2H4QQMgbQPmiEEELIs4phGCxatAhnzpzBL7/80m84A2hdFyGEDDf+hg0bHrXtIzckhBBCyPD78MMP8dVXX+Hbb7+FtbU15HI55HI5+Hw+NDQ0AHSu6/rPf/7DFv2wsbHB2rVroaurCxMTE8TGxuLEiRM4fPgwzM3NwePxoFAosHXrVkyaNAnt7e1YsmQJmpubsW/fPqir0+oJQgjpw8b+GtAUR0IIIWSM4vF6nklz9OhRREREAOjcmNvR0ZHdiBvo3Kh67dq1KCsrw4QJE7Bz5068+OKL7OcZhkF0dDS++OILdl3X559/DldX18G8HUIIGQv6neJIAY0QQgghhBBChgatQSOEEEIIIYSQ0YICGiGEEEIIIYSMEBTQCCGEEEIIIWSEoIBGCCGEEEIIISPEQGrh9rugjRBCCCGEEELI46MRNEIIIYQQQggZISigEUIIIYQQQsgIQQGNEEIIIYQQQkYICmiEEEIIIYQQMkJQQCOEEEIIIYSQEYICGiGEEEIIIYSMEBTQCCGEEEIIIWSEoIBGCCGEEEIIISMEBTRCCCGEEEIIGSH+P9o5ESMGjWWJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "for n in range(nt + 1): ##loop across number of time steps\n",
    "    un = u.copy()\n",
    "    vn = v.copy()\n",
    "    u[1:, 1:] = (un[1:, 1:] - \n",
    "                 (un[1:, 1:] * c * dt / dx * (un[1:, 1:] - un[1:, :-1])) -\n",
    "                  vn[1:, 1:] * c * dt / dy * (un[1:, 1:] - un[:-1, 1:]))\n",
    "    v[1:, 1:] = (vn[1:, 1:] -\n",
    "                 (un[1:, 1:] * c * dt / dx * (vn[1:, 1:] - vn[1:, :-1])) -\n",
    "                 vn[1:, 1:] * c * dt / dy * (vn[1:, 1:] - vn[:-1, 1:]))\n",
    "    \n",
    "    u[0, :] = 1\n",
    "    u[-1, :] = 1\n",
    "    u[:, 0] = 1\n",
    "    u[:, -1] = 1\n",
    "    \n",
    "    v[0, :] = 1\n",
    "    v[-1, :] = 1\n",
    "    v[:, 0] = 1\n",
    "    v[:, -1] = 1\n",
    "    \n",
    "plot_field(u)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Excellent, we again get a wave that resembles the one from the oiginal examples.\n",
    "\n",
    "Now we can set up our coupled problem in Devito. Let's start by creating two initial state variables $u$ and $v$, as before, and intialising them with our \"hat function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2gAAAIkCAYAAABr+wieAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvWuMJOdd9n31aaa753w+z87Yu+s9ete79sa7690EJAgORPIbFCK+hDyR8hLJhERB+UAE+RAQVogQIAWFBwGJosRCDygJEoKIvEixg+0P8YY4ttd2vNunOR+7e6ar+lRd9X7Yp8rV58N0d1Xdc/2k1dg93VN3dVdX3Vdd//v6uzRNAyGEEEIIIYQQ63FbPQBCCCGEEEIIIQ+gQCOEEEIIIYQQm0CBRgghhBBCCCE2gQKNEEIIIYQQQmwCBRohhBBCCCGE2AQKNEIIIYQQQgixCRRohBBCCCGEEGITKNAIIYQQQgghxCZQoBFCCCGEEEKITfA28VytY6MghBBCCCGEEPFx1XsCHTRCCCGEEEIIsQkUaIQQQgghhBBiEyjQCCGEEEIIIcQmUKARQgghhBBCiE2gQCOEEEIIIYQQm0CBRgghhBBCCCE2gQKNEEIIIYQQQmwCBRohhBBCCCGE2AQKNEIIIYQQQgixCRRohBBCCCGEEGITKNAIIYQQQgghxCZQoBFCCCGEEEKITaBAI4QQQgghhBCbQIFGCCGEEEIIITaBAo0QQgghhBBCbAIFGiGEEEIIIYTYBAo0QgghhBBCCLEJFGiEEEIIIYQQYhMo0AghhBBCCCHEJlCgEUIIIYQQQohNoEAjhBBCCCGEEJtAgUYIIYQQQgghNoECjRBCCCGEEEJsAgUaIYQQQgghhNgECjRCCCGEEEIIsQkUaIQQQgghhBBiEyjQCCGEEEIIIcQmUKARQgghhBBCiE2gQCOEEEIIIYQQm0CBRgghhBBCCCE2gQKNEEIIIYQQQmwCBRohhBBCCCGE2ASv1QMghBBSHU3TUCgUoCgK3G638c/lcsHlclk9PEIIIYS0GQo0QgixIaqqolAoGOIsm83C7X5Q9OByuQyh5vV6DcFmFm+EEEIIcSYuTdMafW7DTySEENI8mqZB0zQoioJCoQBN0+ByuaCqKvL5vCHQ9Ofp/1ZXV+H3+zE5OQmXywWPxwO32238pHAjhBBCbEPdizEdNEIIsRhN0wzHbGNjA7u7uzh37pwhqlRVBQBDYJUKLVmWjZJHTdOQz+eh33wzv0YXbZWEG8UbIYQQYg8o0AghxCJ0YaYoClRVNdwzSZIMt6wRdGFW6TVmp00XgWbxpv+rJNzouhFCCCHdhwKNEEK6jDn4wyyWdFFUWnqeTqeRSqXQ39+Pnp6eMtGkC7RKVHPH9Ofr4i2fz5c5b/WEG8UbIYQQ0n4o0AghpEuYgz9UVS1ysHTMAi0ejyMSiWBnZwc+nw/ZbBZerxfBYBDBYBB9fX0IBoPG32uGauWSQLHrpigK8vl80fMYUkIIIYR0DoaEEEJIB6kW/FHNgdrc3MQ777yD3t5epFIpLCwsYGFhwXiuLMuQJAmyLBv/UqkUABSJNvN/e73tuRdX6rrp/8xijyElhBBCSE3qXgwp0AghpANUWl9WS5gVCgWsra3h/v37yOVyOH36NObn5+Hz+aCqKnK5XNV1ae+88w5UVcXExIQh2nQRl8/n0dPTU1G49fb2tkU0VRNuAENKCCGEkBKY4kgIId1EX1+mlx3q4R3VREg2m0UsFkMsFoPf78fMzAy2t7exvLzc8Db1vz8+Pl72u1wuV+S27e/vY3V1Fel0Gh6PxxBtpe5bsyEl5p+l70e9kJJsNguPx4O+vj6GlBBCCDn2UKARQkgbqBX8UYlUKoVIJIL19XWMjo7i8uXLGB0dxf7+Pra3t5vatjmKv5Senh709PRgeHi46PFCoYB0Ol3ktu3u7kKWZRQKBQQCgYolkz6fr+mx1QspiUaj8Hq9WF5eZkgJIYSQYw8FGiGEHAFzGWO14A8dTdOM4I/d3V3MzMzg+vXrGBgYMJ5TK5GxGq28xuPxoL+/H/39/WVjzGazRcJta2sLkiQhl8vB5/OVOW59fX3w+/1NCabS0kc9cEQfA0NKCCGEHFco0AghpEnM5XqFQsF4vJo40DQNW1tbCIfDkCQJCwsLOHfuHPx+f9lzuyXQav0tv98Pv9+P0dHRot8pilIk3JLJJNbX15FOp+FyuRAIBCqudfN4PHW3ax5/I66b/v7ncjmGlBBCCBEKCjRCCGmQSsEfegljpcm/oihYW1tDJBKBpmlYWlrC/Px8zVRFqwVaLbxeLwYHBzE4OFj0uKqqyGQyhnCTJAn7+/uQZRmKoqC3t7eicNN7ujUqnKqtdavU040hJYQQQpwKBRohhNSh2fVl2WwW0WgUKysrCAQCOH36NKamphoK3qi1nqzWa7oh0KrhdrsN8WVGF0tm4ba7u4tYLIZMJmP0dFMUBT6fDzs7OwgGgwgEAl0NKam31o0QQgjpJhRohBBSBXMZY+mkvhLm4I+xsTEj+KOZSb65UXWjWC3QquFyuYyQkpGRkaLfFQoFQ7StrKwgl8shHA5DlmVomlYWUtJqT7dGyiV1IVnqvDGkhBBCiBVQoBFCiAlzOMXe3h7W19dx7ty5usEf4XAYe3t7FYM/msHOJY7txOPxYGBgAAMDAzg8PAQAnDp1CpqmIZPJFK11W19fL+rpVildstmebo26bgwpIYQQ0m0o0AghBJWDP/L5PBKJRMVyO1VVjeCPdDqNhYUFnD9/vmLwRzM4scSxHZidq0AggEAggLGxsaLn5PP5IuHWSE+3QCDQUEiJmWZDSgDgF7/4BU6ePAmfz8eQEkIIIUeCAo0QcqypFfzh8XjKxJKiKFhdXUUkEoHL5cLS0hLm5uaaLr2rRqsO2nHA5/NhaGgIQ0NDRY+rqlrUjFtf61ba063Ueevp6Wlq+9VcN0VRsLW1hYcffpghJYQQQo4MBRoh5FjSSPCHeT1YJpNBLBZDLBZDX18fHnnkkYaDP5pB/3uapjWVbuhkB+2o43e73XV7uunCrV5PN911a6VcUhdgpWNgSAkhhJBmoEAjhBwrzGWM9RpLu91uKIqC119/HRsbGxgbG8OVK1cwMjLSsYmz/nebFWjNlkXajU4ITKt6upWOgSElhBBCmoECjRAiPObAB93B0N2yapPn/f19vPvuu0ZAxI0bN8ocmk6gj0dV1YbdOac7aFbQaE83fa1brZ5uvb29AJorNWVICSGEkGpQoBFChKU0+KOeMFNVFZubm4hEIkin05iamsLh4SEuXLjQtTGbSxwbxekCzU6CotGebrIsF/V0A4Cf/exnZW0Bmu3pBjQfUmIWe7rrxpASQghxLhRohBDh0NeX6WWMevBHtYlvteCPbDaL9fX1ro7dXOJYSrWyRxEm3nYXmLV6umWzWbz00kuYnZ1FNptFKpXC9vZ21Z5u+n+30tPN/FOnUrkkQ0oIIcS5UKARQoShkeAPM5lMBtFoFCsrK+jr68OZM2cwNTVlTFZzuVzXhUMtgVbrNXYXOCKjr0ubnJyEz+czHq/U021jYwOSJFnS040hJYQQ4gwo0AghjqeZ4A8AODw8RDgcxubmJsbHx3H16lUMDw+XPV9PcWwmsOOomNegNfMaJws0p49fp/QYaaanWzweN3q66WWWlcolOxlS8uMf/xgXL15EMBhkSAkhhFgIBRohxJE0u75M0zTs7e0hHA4jHo9jbm4ON2/eRF9fX9Vt6M6bqqpNT4xbRZ/40kFzDq289632dPP7/WXCrV093RRFgdfrhdfrZUgJIYRYCAUaIcRRVGssXe2Ovh78EQ6HkclksLi4iEcffdRI3qtFK+WG7aBUcNWb8DpdoHFC/x61errlcjnDcdN7usmyjGw225aebvpNDoaUEEKItVCgEUIcQen6Ml2YVVtfls/nsbq6img0CrfbbQR/NOOEmR20blJJcNWa3DpdoAH2DwmxGpfLhd7eXvT29jbU021jYwOyLANAmXDr6+tDIBAoCympV8rLkBJCCOkOFGiEEFujqipUVcXa2hr6+vrQ19dXM/gjnU4bwR8DAwM4e/YsJicnW5oA2kmgtfP5pDNYJTLq9XQzi7fSnm5m4QY8uLHh9/sZUkIIIRZCgUYIsR2VGktHo1HMz89jYGCg4msODg6M4I/JyUk8/vjjZXHozWJlieNxCwlxMnZ978093cbHx43Hq/V0A4BXX30VHo+nLFmykz3d9PGUOm8MKSGEHFco0AghtqE0+ENHn5SVihZN07C7u4tIJIJ4PI75+Xk89dRTNYM/mqXSdjuNnh7ZKE4XaIB9RY6IVOrppqoqfvSjH+H69etGyaQsy1V7upWudTO3F2h0DOafZsyuG0NKCCHHEQo0QojlVAv+AN6bwJmFkqqq2NjYQDgcRi6Xw+LiIi5dutR0kl0jWCHQWOJIuo1+/Hi9XgQCgTKn2tzTTS+ZrNfTLRgMNl0uCTTmulULKdHPIf39/QwpIYQ4Fgo0QohlNNNY2u12I5/PIxQKIRqNwuv1YmlpCbOzsx2NwLdC/BzHEkcnj1/HyQKg3vvfSk+3TCYDl8tVsRl3qz3dzD9Lx65pGvb397G2toZLly6VvYYhJYQQp0CBRgjpOqX9y4Dqd82BB8EfeqnV8PAwzp8/j4mJia5MquigkXqI8N6Xpi42Q62ebul0umytW6WebmYRd9Sebm632yi5ZEgJIcSJUKARQrpCpeCPWj2XACCZTCISiWBzcxN+vx+zs7O4ePFiV8fdrJvVDo7bGjROgq3nKAKtGm6320heLd2WuaebLMvGOrej9nQzl0fr+8OQEkKI06BAI4R0lNLgD12YVbs7rQd/hMNhJJNJzM3N4datW4hEIh0tZaxGs2KpHVTrg1ZtHE4XaIAYLpST6YRAq0YjPd30ksl6Pd30f3pPN1VVG9oHhpQQQuwMBRohpCPo68sKhUJR8Ee1O8+qqmJ9fR2RSAS5XA4nTpzA5cuXjXInK5wswLoSx+O0Bk0URJiYW70PzfR0i8fjkCSpqKebfjNof38ffX196Onp6WpIie666evdWC5JCGkFCjRCSFtpJvgDeBAwEIvFEIvF4PV6sby8jJmZmTK3zOPxIJ/Pd3z8pdjFQWvn8+2G0yeuTn7vdfQbAnb9LBrt6ba5uYlcLoe3334bmUwGHo+nyHE7ak8380/zGPSf+nhKHUmGlBBCmoECjRDSFsxljHqZUa2JhyzLiEajWF1dxdDQUN3gDyucLMA5a9AAGOWjTkQEkeN0nHjslPZ00xMlz507h0KhYJRL2qGnG0NKCCGNQoFGCGmZasEftSYWyWQS4XAYW1tbmJqawrVr18rS3yphlUBzSooj4GyBJgJOfu9FOXbMa9A8Hg8GBgYa7ukmyzJyuVzXe7pVCilRFAXJZBLT09MMKSHkGEKBRghpmmqNpWtNRnZ2dhAOh3FwcID5+XncunULwWCw4W0eN4HW7Bo0wLkulNMnmk59382IItBKUxwr0WxPt7W1NaTTaaOnW2nJZDt7uun7IEkS7t27h/HxcYaUEHIMoUAjhDRM6foyfTJUbUJUKBSM4A9FUXDixAlcuXKl6RIiwNoSx25PwKuVOFabRDtdoAHOHrsIiPL+q6ra9NoyM/V6upnFWyM93Xw+X0uum35u1dMpAYaUEHKcoEAjhNTFLMxee+01zMzMYHJysupEKJfLYWVlBdFoFD09PVheXsbs7OyRJk7HzUFrtcSRkFY4Tg5aK5h7uk1MTBRtr1ZPN6/XW1G4+f3+muOsJDQZUkLI8YECjRBSEfP6MlVVjbUd2WwWiqJUvKDLsoxIJIK1tTUMDw/j4sWLGB8fb8vF3+12o1AoHPnvNIsVISHHTaCJMDl0+j6IItBUVe1qv8RmerodHBxgc3OzrKdb6Xo3r9fb1H4wpIQQ8aBAI4QUUdpYWke/WHs8njKhlEgkEA6Hsb29jenp6YaDP5rBSgfNCTH7gHMFGsCxW41IAq0TDlorNNLTTRdviUSiqKeb1+tFPp/H6uqqIeA61dOtUkhJI8JNhOOFELtCgUYIAVA9+AMovjPr8XiM329vbyMSieDg4AALCwu4ffs2AoFAR8Z33EocW9mmU4UCJ3r2QITPwQlC09zTzYwulGRZxvr6OuLxOPb29hCLxSr2dDOHlLSrp5s+DnMFBUNKCOk+FGiEHHOabSztcrmwv7+PWCyGQqGApaWlloM/moEhIdXR72Y7VaABzhWXomCOp3cynVqD1g3MPd1SqRTy+TwuXboE4EHgUjqdNta6SZJUtadbaUhJK+Oo57oxpISQzkKBRsgxxVzGWFrWUolcLodYLIbt7W14vV488sgjmJmZ6dpk6Lg5aGbB0kg5kdMFmtMRYfIpwj7YqcTxKJTuh8fjQX9/P/r7+4ueV9rTTZZlY52buadbqfPWak8380/zGPSflUJKkskkNE3D2NgYQ0oIaRAKNEKOEdUaS9e6QEqSZAR/jIyMYGxsDMFgEHNzc10du15a2W2cUuLoZIHGyZn1OKE0sBFE2Y9GhWYjPd10x61eTzf9X7t7uu3v76NQKGBkZIQhJYQ0CAUaIceAesEflYjH44hEItjZ2cH09DSefPJJDA4O4p133rEkTdHKEkerHbROvcZOcOzWIsI+AOI6aK3QTE+3vb09SJJUsaebLuJa7emmqiq8Xm+R8GNICSG1oUAjRGAaDf4wP39rawuRSASpVMoI/vD7/cZz3G43crlc1/bBvF2rHLR8Pt/1bZZOmFniSDqJSM6TKPvRqXYB3e7pVigU0NPTU/QYQ0oIqQ0FGiEC0mzwR6FQwNraGiKRCFRVxYkTJ3D16tWKC8ytLjXs9kTSLiWOjYgvpwo0ikvrEUWgOTkkxIwVTmCjPd1kWW6qp1uhUGhKbDYbUmJ+DUNKiChQoBEiEOYyRv1Ocq1SkGw2i1gshlgsBr/fj5MnT2J6errmxMCqhtH6mLo9kbSqxPE4rUETAadP/kQRaKI4aIVCAV6vfaZo1Xq6aZpmlEtW6+mmqiry+bzRXuAoPd3MP81j0H9WCinRf+qijSElxAnY59tPCGmJasEfte4YplIpRCIRrK+vY3R0FJcvX8bo6GhDFykrHTSg+3eWndCoutXXkPYgwvsuikCjg9ZdzGEjpeRyOciyjLfeegtut9vynm76DUyGlBAnQIFGiEOptL6sljDTNM0I/tjd3cX09DSuX7+OgYGBprZrtYPWbXFoRYmjWRQWCgWsr68jHA5DVVVj7Yg+senr64PX63W0QHPy2EVBFIEmioPmFIFWC72nm9frxdzcnLHerV5Pt9KQkk73dGNICbEjFGiEOAzdLVMUxfj/WhcMPfgjHA5DkiQsLCzg3LlzRcEfzWAHB62bWCEeXC4XCoUCQqEQotEofD4flpaW4PV6jXKijY0NSJKEfD6P3t5e5PN5rKysQJZlY0JTujCfkFqIMOGkg2Y/CoVCwz3dstlsUUiJuaebz+crujHViZ5u+jiqhZRkMhkcHBwYPUAZUkI6BQUaIQ7BHPyxvr6OlZUVvO9976t6EVcUxQj+0DQNS0tLmJ+fP/K6BqscNF2Adnvb3XbQstksdnd3EY/Hkc1mcf78eUxMTBiffennrZcRvf766wBQlLqmT2jMk5pW1390EjuNpVWcvg+iOJgiOWidSnHsNo2GhLhcLvj9fvj9/pZ7upWKt1bew1o3O2VZxurqKqamphhSQjoKBRohNsdcxqhPPvRkrEon/Gw2i2g0ipWVFQQCAZw+fRpTU1NtuxtrlYMGWFdu2I1tyrKMSCSC1dVVBAIBDA0N4X3ve1/NO73Ae2VEPT09mJ2dxfj4OID3UtckSYIkSdjf38fKyoqx/qOScGvlTnS7cLJAcPLYdUQpcaSDZj+aTXGsRDM93fb394t6ulVa69ZqTzc9vKVeTzeGlJCjQoFGiA2p11ja4/GUOUnm4I+xsbGmgj+awSoHTd+2aCWOh4eHCIVC2NzcNBqCJxIJ7OzsNPXZlY6zWupaoVAomswcHBxgY2Oj6E50qXhrZeE+cRaiCDSRHDRRvnNW9nQzn+tKe7pVEm6N9HQrrUJhSAnpBBRohNiIRhtL6wJND/4Ih8PY29vDzMxMS8EfzUAHrT3E43GEQiHs7e1hbm4Ot27dMpLQkslkx1IcPR4PBgYGyo4R/U607riVLtwvLR/Sf7Zj4sVJiPWIItBEcdBK1205Ff2a1u1yTXNPt5GRkaLfKYpSFFJyeHhYtaeb+Vzn9XqhKErbe7oxpIRUggKNEBvQbGNpt9sNRVHwyiuvIJ1OY2FhAefPn285+KMZjqOD1q5tapqGnZ0dhEIhpFIpLCws4MKFC+jt7a27Tf1CXmucR3H6zHeiS7ebyWQM0VZaQhQIBIpcN/NkphmcXibo9MmSKAKNDpq90K8VdlpP5/V6K96kaqSnmy6aVldXO9LTTR9HtZAS/TW6UGNIibhQoBFiIeYyxtI7Z5VQFAWrq6sIh8MoFAqYm5vD3NxcVxua6g6aFRM6K9y7dvRBU1UVm5ubCIVCyOVyWFpawtWrV6vGRtupD5rL5UIgEEAgEDDWtwHvlRCZHbfSZMlS4aav/ai0DSfjdHEJiCHQ9M9BBGEjSkiILtCc8Jk00tMtHA5DURTs7e1hZWUF6XTa6OlWWjIZDAZb2u9GXDd97sCQEnGhQCOky1RrLF1LmGUyGcRiMcRiMQSDQTz88MO4e/cuFhYWun7hM8fdd3sC4bQSx0KhgNXVVUQiEQDA8vIy5ubm6r5vrYjCbrcDMJcQjY6OFv1OF26lPY6qJUuaS3uIdTh9Aqd/T50gBuohkoNWqxrEKehBTL29vRgeHsby8jKA93q6mQOZdnZ2IElSR3q6mX/qMKRETCjQCOkS9YI/KnF4eIhIJIKNjQ2MjY3hypUrGBkZgaIouHv3riUXcV1cWLWuwAkOWj6fRywWQzQaRW9vb9NJmnZy0FpBn8xUWvthFm7mZEkAePXVV8vEm5XJkscJEUoDSyelTkYkgSaCE6ijKEpRxUo7erqZhVsne7pVCimRZRmqqmJkZIQhJTaDAo2QDtNo8If5+fv7+wiHw9jf38fs7Cxu3LhRdAHQL3iVEqU6jT72QqHQ0l3Ao2BFiWMzojCTySAajSIWi2FwcBAXL17E+Ph4SxdcJwu0ani93opR2Ts7O3j33XcxPz8PWZaRTCaxvr7uqGRJESYyTt8H/Xvq9P3Qrxl2Or5bRZRSTZ129HQz36iSZRmJRKLsfNeNnm7Ag76Z+Xwe/f39VUNK/v7v/x63b9/G1atXm94+aR0KNEI6RLPBH/o6pUgkgnQ6jcXFRVy8eLEsQAJ4z3WzIqxD37YVSY52LXGUJAnhcBjr6+sYHx/H448/XuYeNUOl97fepNMJAq0a+t3a6enposebSZY86kTmKDj1fTcj0j44XdiIVKopuoPWCtVuVHW7pxvw4PPp6ekp2qfSkJJ//Md/xOLiIgVal6FAI6TNmMsY9bKhRoI/IpEIXC4XlpaWGgr+qNQLrVtYleRoN4GWTCYRDoextbXV1hYHTliD1g0aTZbUyyXNyZKlTbhbSZY8TogQEmI+3zoZ0QSaCPuh00nB2UxPN32d21F6ugEP5h+l6c/m75CmaUgmk0e64Uhag1crQtpAteCPWjXcejncysoK+vr6cObMGUxNTTU8ubBSoFnVC83KRtX6Z6qXoIZCISQSCczPz+P27dsIBAJt32bpY82+xim0cve30WTJ9fV1yLJsJEuWCrdqyZLHDREEmgj7AIgn0OigHY1aPd0KhUKRcNN7uqXTaWiaVnSzqrSnW6P7k0gkKNAsgAKNkCNQGvzRiDA7PDxEOBzG5uYmxsfHcfXqVQwPDzc9saCD1r1tAg8mTbu7uwiFQpBlGYuLi7h06RJ6enravs1qJaS1jhGnT0zbIS7bmSzZbH8jEd5/p++DSOu2REg+BMQTaHbbH4/HU7Wnm15lYO7ppt+s6unpQV9fHyRJgs/nM/pZ6r3edAqFAg4PDynQLIACjZAW0NeX6WWMevBHrQW5e3t7iEQi2N/fx9zcXFnwR7PQQesOunB46aWXUCgUsLS0hIWFhY7eRW01JMSKz8Qp1EuWNK/50JMlzaVDtZIlnepcmhFBoImwD4A4QhOwn6A5Cvp13wml0uYqg1L0cklZlnHv3j1IkoR33nnH6On2H//xH7h//z5OnTqFxcVFDA4OVuwNRzqL/Y8yQmyEOfgjFAohnU7j/PnzdYM/wuEwMplMzeCPZjmuDlq3tmtuCg4AJ06c6FrfueO2Bs3KsVdbsF9aOlQrWRJ48F138sRaBHHj5PffjCj7AYgl0PRrj9P3R79ZNTw8jFAohNOnT2NoaMjo6SZJElwuF95991384Ac/gCRJmJmZwUMPPYQzZ84U/Tt79mxZtUItnnvuOXz3u9/F22+/jUAggBs3buArX/kKHnnkkZqv++d//mf88R//MSKRCE6dOoWvfOUr+NCHPnTUt8LWUKAR0gDVgj8URak4qcnn81hdXUU0GoXb7TaCP9p5YqeD1hlyuZwRlR8IBHDmzBm89tprmJ6e7tqkSdSYfSdRrXSoUrLkwcEB8vk8XnjhhbJkSb0lgBMmdSIINKfvAyBWsIZIMfv69dYJDlqjmNeg6T3dPvShDxni586dO/jN3/xN/M///A/eeecdvP3223j77bfx/PPP46233jJKJxv93r3wwgt49tln8cQTT0BRFHzxi1/Er/7qr+Lu3btlYVA6L7/8Mn77t38bzz33HH7jN34Dzz//PJ555hn89Kc/xYULF9rzRtgQcY4yQtpMveAPr9dbJpDS6bQR/DEwMICzZ89icnKyI5OG4+qgKYrSkb+dTqcRiUSwurqK4eFhXL582bgz+Nprr3VV/LRSrkiB1h0qJUvG43HcvXsXjz32mOG6OS1ZUgQHzdxj0smI5qCJsi+KogjVvFl3/WuFJOkBIQsLC1hcXMSv/MqvFP1ed9sa5Qc/+EHR/3/zm9/E5OQk7ty5g9u3b1d8zV//9V/j137t1/CFL3wBAPAnf/In+OEPf4ivfe1r+Nu//duGt+007HGyXSkXAAAgAElEQVRlIMRGVGssXbq+zOv1GmLh4ODACP6YnJw8ch+sRrBKJAFiOWipVArhcBgbGxuYmJjAtWvXysrdur2+q1UHzamIIC7NDWZLkyWz2WyRcKuULFkq3rqdLCmCQBPFQRPNdWpHSb8dcMr6s0bR5y+19imZTNYMMavmejVKMpkEgJplkq+88go+//nPFz32wQ9+EN///vePtG27I86RRsgRKW0srQuzanf/3G43stksfvKTnyAej2N+fh5PPfXUkU9YjXJcHbR2CaVEIoFQKITd3V3Mzs7i5s2bVT+7boeTHLc1aCLjcrng9/vh9/sbSpaUJAm5XK4tyZLNIMKxQwfNfoi0Bk1RFGH2BXjPEax1rMXj8bIblu1CVVV87nOfw82bN2uWKm5ubmJqaqrosampKWxubnZkXHaBAo0ce3SbXxdmAGpGHKuqio2NDdy7dw/pdBqzs7Mdi1uvBdegNY+madjd3UU4HEYymcTCwgJu375d1qiz0na7XeJo7r3WzGuciAiuRyt0MlmyWURw0ETYB0CsskDR3EDRHLR6+9PJJtXPPvss3njjDfz3f/93R/6+0xHnSCOkCczry3SBppcwVrvA5/N5rKysIBqNwuPxYHp6Gmtrazh58mSXR/8AOmiNo2makaaZTqextLSEy5cvNyyqrShxBJqbcDo9Zt+p4hJovzBoJFlSkqSyZMlKa9wCgUBDk30RxI0ozpMo+wHQQbMz+Xy+IYE2PDzc9m3/3u/9Hv7t3/4NL774Iubn52s+d3p6GltbW0WPbW1tYXp6uu3jshMUaORYUdpYWqfWwl9zeMTg4CDOnz+PiYkJpFIprKysdGvoZXg8HmSzWcu27QQHrVAoYH19HeFwGKqqYnl5GfPz801fZLtd4mgWaM28xskih9Sn0WTJVCplNOLWNK2hZElRBJrT9wGgQLMrx9FBi8fjRWtqj4qmafjMZz6D733ve/jRj36E5eXluq+5fv06/uu//guf+9znjMd++MMf4vr1620blx0R50gjpAbVgj+A6uVVyWQSkUjEqH9+4okniu4k6Q6WVRMbq0QS0Nk0xVo0us+KoiAWiyEajcLn8+Hhhx/GzMxMy5OebrtT+jibFWhOddBEmFRbSaVkSeDB8ZNOpxtKlkyn0+jp6Wlo0mZXuAbNfohUrimag6YoSt0wooODg7ZWCT377LN4/vnn8a//+q8YGBgw1pENDQ0ZTbU//vGPY25uDs899xwA4LOf/Sze//734y/+4i/w67/+6/inf/onvPrqq/i7v/u7to3LjjjzLExIg5QGfwC115eVrlGam5vDrVu3EAwGy57r9XoN4WfFSdvqNWi5XK7r263nZGWzWaOHWX9/v+F2HlUAtLoGzRe/WPc5+ZHXyx5r1UFzMk53/+z4/tdLljQHlOgO3Orqqm2SJZuFDpr9oINmXxq5GZNIJNpa4vj1r38dAPCBD3yg6PFvfOMb+MQnPgEAiMViRcf/jRs38Pzzz+OP/uiP8MUvfhGnTp3C97//faF7oAEUaERQzGWMZmFW7eKtqirW19cRiUSQy+Vw4sSJumuU9IuOVRcgrkF7D1mWjTLU0dFRXLlyBSMjI22brDVb4tiIMKv13AfT4K8emxJHp0+qnfa+m5Mlx8bGADxIlBwdHcXk5GRRQEm1ZEmzeOtUsmSziOSgiSRqRNkXER20RgRarQj8ZmnkXPmjH/2o7LGPfvSj+OhHP9q2cTgBCjQiDNUaS9cL/ojFYojFYvB6vVheXsbMzExDJ2F93ZqiKF1PcASsd9DssAbt8PAQoVAIm5ubmJ6expNPPonBwcG2b7dR8dOMMKvHh9/3BUDCg3//l14AUt+dis93skADnCdyREM/X1ZLlszn84bbJssy9vb2EIvFKiZL6uLtqMmSzUIHzX6IJjZF6ekG1Bdomqbh4OCgYzH7pDYUaMTxlAZ/6BONWsEfsiwjGo2WBX80c3F3uVyWi6Tj6qDF43GEQiHs7e3VLENt93ar0U5hVo8+6WrFx12u71HkkJapd+z4fL6uJ0u2sg8iCBtVVYUopdOXGIgi0ERz0PL5fN0WM+120EjjOP8MQI4t+sm/UCgUBX/UcsySySTC4TC2trYwNTWFa9euHenukMfjsSQsQ9/2cXLQNE1DMplENpvFnTt3sLCwgAsXLnTljmY1gdZNYVaPs2P/DzCGIscNqO642QkRXA+n70OrYUdHSZYsFW+lyZLNIoqDVigULKnKaDf6OVMUUXPc1qDp19xO9UEjtRHnSCPHBl2Y6XdqT548WTf4Y2dnB+FwGAcHB5ifn2+b4+L1eumgdRhVVbG5uYlQKGS0FXj/+9/f1cACc/mgnURZI1Rz3Owm3Jzs/jl57DrtTqNtJllyb28PsiyXJUuaXbdGJsYiOWgi7Id+jRBhXwDxHLR6KY6SJCGfz1OgWQQFGnEM5jJGVVWRy+WwtraG06dPV3y+3gMrEolAURScOHECV65caevE3moXS2QHrVAoYHV1FZFIBACwvLyMkZERvPzyy11Pk3O73VjuexqId3WzHcUpwo10h261C2kmWXJ9fR2SJEFRlIaSJUVx0ERZtyWaQDtuDloikQCAjjSqJvUR50gjQlIt+MPtdhs9e0rJ5XJYWVlBNBpFT08PlpeXMTs725GLhB1KHK3ow9ZJB00PbolGo+jt7cXp06cxNTUFt9uNdDptHBPd2mdf/CKefKgrm7IFVgg3ESbVTsfqRtWVkiX1ceXz+arJkj09PYZgS6VS6O3tRTabtU2yZCuI5KB5PB7Hfg6liOig1RJoyWQSAwMDQolSJ8F3ndiSao2lzevLSgWKHrW+traGoaEhXLx4EePj4x29OFhd4ghYc7e1Ew5aJpNBJBLBysoKBgcHK35++qSlG/vstFLGTtNp4eb0MkGnT0KtFmjVaDRZUpIkZDIZSJKEl156yTbJkq0gikATxQnUOW4OWjwex9DQkO2/L6IizpFGhKC0sXSt4A/9xLK/v49YLIbt7W1MT08fOfijGawuMwSs6TPTTgdNkiSEw2Gsr69jfHwcjz/+eNWa926IUgqz5mCppPPFpY7TJmKlyZL5fB7BYBALCwtNJUv29fXB7/fbRhQVCgXbjOUoiLIfgHiJlPpSkXoO2vDwsOPOC6JAgUZsQakwA1A3+GN/fx8A8NOf/hQLCwu4ffs2AoFA18YMPBCJVpU46u+NFQKxHQ6aOVFzZmYGN27cQH9/f83XmB20dkNh1l6qCTegXLxxAmA9dnXQmkF3nmolS8qybIi3RpIlg8Fg10WGKA6aaIIGgDAOmj5vqbcGjevPrEOMI404FnMZo77Au1ZMfqFQwNraGiKRCAqFAlwuF5544gnLTiJWOmi6gLWyH1mzkzpdWIdCISQSCczPzzclrPVttVOgUZh1n1Lx1gfg158AJBwf181uiCDQ6u2D2+1Gf39/2Y0gPVnSHFBSKVnSLN4aTZZsBQo0+6ELGpH2x+Px1DzOKNCshQKNdJ3SxtI6tRpL53I5xGIxxGIx9PT04OGHH8bMzAxeeOGFbg27Ih6PB7lcztLtW+WgAY2XGmqahu3tbYRCIciyjMXFRVy6dKnpXj+6KG2HQKMwsx9OLpcUQdw4nVaFjTlZ0kwzyZJm8XbUlFlR1m6JJNBEDDypd4NBL3Ek1kCBRrpGteAPoPrkRpIkI/hjZGQEjz76KMbGxoznW1liqG8/nU5btn0rGkYDxeWVtS7AqqpifX0d4XAYiqJgaWkJCwsLR7rzfFSBRmHmPOwu3EQQNyI4aO2O2W8mWXJra6tisqRZuDWaLEkHzX4ctwRHgA6a1VCgkY7T7Poy4EF6UCQSwfb2NmZmZvDkk09icHCw7HlWxtzr27eqxFHfvhX7b3bQKqEoitHDzO1246GHHmpbq4NWBBpFmZjYXbg5CREEWjd7uTWaLLm3t4dYLIZMJgOv11txjVtpsiQFmv0QLcExn8/X3Z+DgwOcOnWqSyMipYhztBHbYS5jNAuzahdQTdOwtbWFSCSCw8PDhoI/rHbQ7CAQrXDQ9M+xVJzmcjlEo1HEYjEEAgGcOXMGU1NTbZ00NSPQKMyOJxRuzSOCQLODsClNltQpFApFwi2RSJQlS+qCrVAoIJvNIhAIWL4/R8EOn0e7OK4OWrcSsUk5FGikrVRrLN1o8Ieqqjhx4gSuXr3aUB2/1QLNyj5ogPUx/7pQSqfTiEQiWF1dxfDwMC5fvozR0dGOTPgaEWgUZqQSpcKtnYLN6eJGBIFmLpu3G40mSx4eHgIAXnvtNQCwTbJkK9BBsy+NCrRqLW9I5xHnaCOW0krwRzabNYI//H4/Tp48ienp6aYuPMdZIFm9fbfbjVQqhUgkgo2NDUxMTHSlB10tgUZhRkhriCLQnLYPpcmSiqJgZ2cHN2/ehKIotkmWbIVCoXDkwBS7IKKDVu+zYUiItdjnm0wcSSvBH/qkfn19HaOjo0dyW+zgoFld4miFQEskElAUBT//+c8xNzeHmzdvoq+vryvbrtRagMKMNMPJ//O7AIDX/ld7/p4IISGA811AEUrq9JtPXq/XCBsxY06W1MVbrWRJXbhZIZQKhQL8fn/Xt9sJRHTQaqUoa5qGRCKB0dHRLo6KmBHnaCNdpZXG0nrwx+7uLqanp3H9+vWyco9mscMasOPioGmaht3dXYTDYSSTSbjdbpw9exZzc3Nd2b6O2UGjMCPNoAszUo4T3adS2p3iaAX6ua3afrQrWVIXbo0mS7a6L6K4TiI6aKXiv5SDgwOWOFoIBRppCnMZ45tvvone3l6cPHmybvBHOByGJElYWFjAuXPn2nZXzev1IpPJtOVvtcJxEIiapmFzcxPhcBjpdBpLS0u4fPkyXn31VUvuKLrdbpwIfBCId33TxKF0Q5g5XRiIINDsvAatUXQXsNnPotPJkq3ANWj2pV6KYz6fRyqVYomjhYhztJGOUS34w+12Q1GUiidxRVGM4A9N07C0tIT5+fm2n+CsLjH0er1GmacVE4NOCrRCoWD0MFNVFcvLy5ifnzcuuJVKDTuNL34RN5n6SxqkW46ZCCWOIuyDCA5aoVBo+7WkVrKkeY2bOVnS7XZXDCjx+/0Nj68T+2IVevmoKNQLCUkmkwDAEkcLoUAjVSkN/jALM5fLBZ/PV+ZeZbNZRKNRrKysIBAI4NSpU00HfzSD1QJNFytWXYg8Hg+y2Wxb/6aiKIjFYohGo/D5fHj44YcxMzNTtn/djPhnKSNpBpYyNg8dNHvQzZt9Ho8Hg4ODZT1GS5MlU6kUtra2IMsyAFRswl0pWZIOmn2pJ9ASiQR6enpqtjkinUWco420DX19mTmRURdl5gu4z+dDKpUCUBz8MTY21tGYdTN2SHEEGktE6tT227X/uriOxWLo7+/H+fPnMTExUfUz7IaDRmFGmoHCrHVEEGgiOGh2CDopTZbUUVUVmUymaJ3b7u4uZFmGqqoIBAJFgi2fz1u0B+1HxDVoteYs8Xgcw8PDlh+LxxkKNGJQKfijVi28x+NBOp3GnTt3sLe3h5mZmbYEfzSD1Q6ay+WyPOr+qNuWZdnoYTY2NoYrV65gZGSk7kSnUw4aRRlpFjsIMycLA3PQk5MRxUGzqxDQyx6DwSAmJiaMx0uTJfVyyWw2i9dffx1+v79iQImTIvhFctD0JSv1Shy5/sxaxDjayJEwx+TrdyBrNZZWVRVbW1sIhUJIp9N46KGHcP78eUvidK0WaPoYrBJoR9n24eEhQqEQNjc3MT09jSeffLKs1KUW7XbQKMxIs9hBmAHOX78lgkDT10o7eR8AezhozVItWfKFF17Ao48+CgCGcCtNlixd49bX1wefz2e7z1EkB01viVSvxHFoaMh2n8NxggLtmNJKY2lFUbC6uopoNAoAmJiYwM7ODk6fPt2VMVfC6hRFq8fQikiKx+MIhULY29vD3Nwcbt26VTdutxLtctAozEiz2EWYiYIoAg2A48RNKSIFa6iqCr/fj0AgcORkyb6+PvT29lp2jIrkoOnzlXoOGiP2rUWMo400TCuNpTOZDGKxGGKxGILBIE6fPo2pqSkcHh5ic3Ozm8Mvw+v1Gs6fVRc1K0scG922pmnY2dlBKBRCKpXC4uIiLly4cKRUqqM6aBRmpFkozDqLkwVavf5hTsGJDlol9PlFNdepWrKkoiiGcJNl2UiWlGUZHo+nYrJkIBDo+OcukoOWz+fh8Xhqvme6g0asgwLtmNBsY2ngQQlcJBLBxsZGxbVJXq/X8kXA+h0gRVHQ09Nj2RisctDqCTRVVbG5uYlQKIRcLoelpSVcvXq1LbX/Ho+npc+fwow0C4VZZ6GDZh9EEWjmgLFm8Hq9NZMldeFWK1lSF3CVkiVbQb+xLZKDVm9f4vE4HTSLEeNoI1UpjckHUHN9maZp2N/fRzgcxv7+PmZnZ3Hjxo2yNCfgwR0wXfhZdWfJHHNvFVY7aJXKDAuFAlZXVxGJRAAAy8vLmJuba+vnZEUfNHK8cIowc/raJxEEGh00e6FfG9p1zWlHsqTZeWtmXPoNWFEctEZSpw8ODjA1NdWlEZFKUKAJSLXG0vWCPzY3NxGJRJBOp7G4uIiLFy/WLIEzu1dWnbhcLpflQSFWCzTztvP5vNHDrLe31yhH7cQFv9U1aKWT7nu/9b/bNSQiAE4RZSLh9JATQAyRCdg7xbEZ9LV0nf48aiVLZjKZonVuiUQCkiRBURT4/f6yUslqyZLtFptW04iDlkgk8Mgjj3RpRKQSFGgCcZTgj0gkApfLhaWlJczNzTVk5bvdbrjdbuTz+SOtZToqVgs0O5Q4ZjIZRCIRrKysYHBwEBcvXsT4+HhHL47tctCqTcgp3I4XVgizS9/4O7z2v/7frm/XboggbnTnycn7AIjjoFktNF0uFwKBAAKBQFGypKZpyOVyRcJtc3MTsixXTZYEas+jnEYjAo0hIdZDgSYArQZ/RKNRrKysoK+vD2fOnMHU1FTTJyCfz2d5iqLVAs1KBy2bzUJVVbz44osYHx/H448/3rWTaqf6oOlQuB0P6JhZjwgCzellpjqiCDS7plG6XC709vait7e3brLk7u6ukSwJAHfu3CkTb1YmS7ZKPp+nQHMAFGgOptXgj3A4jM3NTYyPj+Pq1asYHh5u+QRjtTgCrI/at2L7yWQS4XAY29vbAIBr1651vamkVWvQKNzEQCRh5nRxIIJAE0nYiFBK58T9qJYsub29jXv37mF2dtZIllxbW0M6nbY0WbJV6jlomqYhkUhQoFkMBZoDUVUV+XweiqIUrS2rFfyxt7eHSCSC/f19zM3NVQ3+aBY7CDSrx+D1epHNZju+HT3AJRQKIZFIYH5+Hjdv3sSPf/xjBAKBjm+/lE47aM1C4eYMRBJmouB0gQmIsQ/Ag+t7O1J2rcaJAq0WPp8PMzMzRY+ZkyUlSSpKltRLLDuVLHkUFEWpuywlmUx2/aYvKYYCzSGUBn+88cYb8Pv9OHXqVN3gj3A4jEwm01DwR7PYJWpf5BRHTdOwvb2NUCgEWZaxuLiIS5cuGW0FXC6XJfvvlBRHCjd7QGFmb5wublRVdfw+AHQC7Ug1x6ldyZK6eOvW+6UoSs0b9JqmscTRBlCgOQA99MOcyNjT02M4aKXk83msrq4iGo3C7XYbwR+d+PJzDVrntq+qKtbX1xEOh6EoCpaXlzE/P192obBqDZzdHLRmoXDrDsdFmDlZHIjgPpnXXjsZq8M12oVIAq3ZfelGsuRRqFfieHh4iEKhgNHR0bZulzQHBZoD0F0zPUXI5XLB5/NBkqSi56XTaSP4Y2BgAGfPnsXk5GRHL7xWiyM7jKHdAsmcrOl2u/HQQw9hdna26uTDKoHmFAetWSjc2oNThNnW1pYxEWp1gu/0mHoRBJoozpNI+yGKQGsk9bAR6iVL6m5btWTJUvHm8/la+t7W259EIgGXy1W2Fo90Fwo0B1DpZO3z+YzSwoODA0QiEWxsbGBycrKrSX52KXHsxhqwarQrJCSXyyEajSIWiyEQCDScrEkHrTtUEhwUbeU4RZjpxGIxSJIETdOK1oz09/cbi/1FmDDXwukCExBDZAL2TT9sFlH2A+i8G2hOlix1rfL5fJFw293dRTQaRTabhdfrrSjc6iVL1ktxTCQSGBwcFEZgOxUKNAdQ6Yvm8XggyzJ+8pOfIB6PY35+Hk899ZTRs6NbVHLyuo3X67V0DEddA5dOpxGJRLC6uorh4WFcvnwZo6OjDU826KBZB92293CaMNN54oknjNIjvexIkiTs7e0Zwq10vYhowk0EcSOS8yTCfohW4tgOB60VfD4fhoeHywI7FEUxRFutZEmzeNOTJes5aMlkku6ZDaBAcwDmC6eqqtjY2MC9e/eQTqcxMzNTFBjRbawuLwTsEbPfilBJpVIIh8PY2NjAxMQErl271tJJ0Sqh5PF4jPAap0/u2s1xEm5OFWZmzKVH4+PjxuNm4ZZKpYzF/qXCrVAoGCVKThRuInyHGRJiL0QSaI2kHnYbr9eLwcFBDA4OFj1eKBSQTqeNG02Hh4dGuaR+nlMUBRsbG0in0xWTJROJxJHaL5H2QIHmEPL5PFZWVhCNRuHxeDA9PY21tTWcPHnS0nHZpcTR6hTHZgRiIpFAKBTC7u4uZmdncfPmzSM5n1btv35Ct/LuotMQSbiJIMzqUUu4mSdBOzs7RkWDEx03EQSaSCEhIuxHoVCw7MZxu3HSNc7j8dRMljw4OMDdu3eNJRX6zaY/+7M/Q09PD06fPg23241AIABZlhEMBi3aE+KMI+6Ys7Ozg1dffRWDg4M4f/48JiYmIMsyotGo1UNjiuP/3b6qqjUnOZqmYXd3F+FwGMlkEgsLC7h9+zb8fv+Rt2+lgwbgWK1D6xROEm7HQZjVw+VyFaW0eTwexONxXLx4sUi4mcUbgKrCzWpxJIJAE8lBE8F5EmU/gAcOmtP3RU+W1MX/+fPn4XK5jCqBZ599Fq+//jp+8Ytf4O7du4hEIujv78eJEydw7tw5nD17FufOnTP+lTp3tXjxxRfx1a9+FXfu3MHGxga+973v4Zlnnqn5mu985zv48z//c7z77rsYGhrC008/ja9+9atF4SqiQ4HmAIaHh/HEE08U1SD7fD6oqmp5GYHV4sgOY9Df/0p32TRNw+bmJkKhEDKZDJaWlnD58uW23lm0cg0agGO/Dq2T2Em4UZjVp1S46ZT2RZIkCdvb25AkyXiNlcJNBIFGB81eWD03aSdOctDqoa8/07/vepXAM888Y4imL3/5y9je3sZXvvIVvPXWW7h79y7eeustfPvb38Zbb72Fj33sY/irv/qrhrcpSRIuXbqET37yk/jIRz5S9/kvvfQSPv7xj+Mv//Iv8eEPfxhra2v49Kc/jU996lP47ne/29qOOxAxjjjB6enpKVsgqp8s8vm85QLNDiWOdhBo5oW3hULB6GGmqqrRw6wTn5VVAs3lcsHtdtNBs4BuCjcKs8aoJXCq9UVSVbXIcUulUtja2jLWi3RTuDldoInkoIki0ETYD0AMB02nXoIjAKNJ9fT0NKanp/FLv/RLRb9vdr719NNP4+mnn274+a+88gqWlpbw+7//+wCA5eVl/O7v/i6+8pWvNLVdp0OB5gAqXXTcbjc8Hg/y+XxbyuRaRRdHVt6BtXoMbrfbKDNUFAWxWAzRaBQ+nw8nT57E9PR0Ry9UVsbdM8nRXrRTuFGYNU6rMfVut9sQXmbqCbdS0dbX1we/39/y+Y8Omn0QRdjQQbMnjfR0SyQSmJubq/r7Tr8X169fxxe/+EX8+7//O55++mlsb2/jX/7lX/ChD32oo9u1G2IccccUcy80K8cAWHsC09MErax5d7vdCIVC2NraQn9/v7FWsBuTHqscNH3bdNDsTzPCjcLMehoVbqUJba0KNxEEmggOmp6KS4FmL0Ry0BoRaAcHB13rpVuJmzdv4jvf+Q4+9rGPIZPJQFEUfPjDH8bf/M3fWDYmK6BAcwDVLjp2CegAGrPNOz0GKy4IsiwjEolAURSkUilcuXIFIyMjXZ0oeDwe5HK5rm3PDB00Z0Mx5ixqCTe9J5IkSTg4ODBitPXyylrCTZRG1U4XNvrNLhHEgCgCTVVVqKoqlIOm31ivRiKRsLQP2t27d/HZz34WX/rSl/DBD34QGxsb+MIXvoBPf/rT+Id/+AfLxtVtxDjijgF62o4ZO6z/crlclvchc7vdRvPFbsX6Hh4eIhQKYXNzE9PT0wgEAjh58iRGR0e7sn0zdNAIsR4r3Ru32101WruWcNPFmqZpKBQKyGQy6O3tdaQTJYKDpp9LnS40AXFSHPVrqwj7AjRe4milg/bcc8/h5s2b+MIXvgAAePTRR9HX14dbt27hT//0TzEzM2PZ2LoJBZqDsUOJoz4OKwWay+XqWlBIPB5HKBTC3t4e5ubmcOvWLQSDQbzyyiuWvQdWCjQ6aITY14FqVLjt7e0hm83i5ZdfhsfjqVgqaXfhJpKD5vT9AMRx0PTrugj7AtQXaJqmGSEhViHLctkY9fffrufaTkCB5mDsItDs4OR1UqBpmoadnR2EQiGkUiksLi7iwoUL6O3tLdq+lS4WHTRCSKOUCrdgMIi1tTVcvny5SLglEgmsra0hnU5XFG79/f3o6emxhXATwbEpFApwuVy2eD+PgtVrwtuJLjSd/pno5PN5BAKBms9pt0BLpVK4d++e8f/hcBg/+9nPMDo6isXFRfzhH/4h1tbW8K1vfQsA8OEPfxif+tSn8PWvf90ocfzc5z6Ha9euYXZ2tm3jsjsUaA6hUomjnQSaHdbCtXsMqqoaPcxyuRyWlpZw9erVivXbVpZ50kEjhBwFPSTE4/FgYGAAAwMDRb8vFApVhZvX60VfXx+CwSD6+/sN8dZt4SaKg+b0fQDeKwsUZV9EWX8G1HfQstks0ul0W5drvPrqq0VR/Z///OcBAL/zO9dkHTQAACAASURBVL+Db37zm9jY2EAsFjN+/4lPfAKHh4f42te+hj/4gz/A8PAwfvmXf5kx+8Q5+Hw+SJJk9TAsL3EE2iuQCoUCVldXEYlEADzowTE3N1fzbiAdNEKOL05PQaw3/kaFWzwex8rKCjKZjCHcSv91SriJsgZNFFEDiFEWKFKCI1BfoCUSCQAo6717FD7wgQ/ULE385je/WfbYZz7zGXzmM59p2xicCAWaQ6h04bGTg2b1ONrhoOXzeaOHWW9vL06fPo2pqamGLphWiyQ6aISQo9CKuKkn3FKpFCRJwv7+fk3h1t/fD5/PdySBRQfNPuilmqLsi2gOWq0Ux0QigUAgYGl/XfIAcY66Y4gdhJE+DqsdtKM4WJlMBpFIBCsrKxgcHMTFixcxPj7e1GTByvfAanFIB40QZ9NuB7CWcNPdtlLh5vP5ysokdcetEUQQN6Ks2xJlP4Dj6aANDQ053o0WAQo0h2BnB80O42hFIEmShHA4jPX1dYyPj+Pxxx9veWGslb3I6KARQo5Ct0o0PR4PBgcHMTg4WPS4oihlqZKxWMwQbtVKJa3Yh04igsgEHghxEfYDENNBqyfQhoeHHf9dEgFxjrpjiB3WfgEPxJEsy5aPodH3IplMIhwOY3t7G9PT07hx40ZZDHWz2EEkWTFBoYNGiPPFgdXR1V6vt6Zw00sld3d3EY1Gkc1my4RbNpt1/M0ikQSaKK6TSA6apml1BVoymWzr+jPSOhRoDsHODppdShzT6XTV32uahv39fYRCISQSCczPz+PWrVt142ab2b5V74F+srWirMTtdlvmHBJC2oNdBWYt4WYuldzd3UUqlcLh4SFisZixrs0s4Gqtu7ELojhPIgk0kRw0fY7SSIkjsR4xjrpjis/ng6qqlp8M7eDkVUtx1DQN29vbCIVCkGUZi4uLuHTpUsPrGprZvpUOGmDNRZEOGiHOx64CrRperxdDQ0NFE8k7d+5genoa/f39hnDb2dlBJBJBNptFT09PxVJJOwk3Omj2o16ohpNQFMVop1GNRCJhaZNq8h4UaA5GvwuSz+ctPRnaxUEzj0FVVayvryMcDkNRFCwvL2N+fr5jd8KsjtkHYMn2uQaNEOfjNIFWCU3T4PP5yoQb8OAaaS6V3N7ehiRJyOVythJuooRriCTQCoVC2yptrEYvb6z1XWeJo32gQHMIlb5QbrcbHo8H+Xze0khUO6RJ6gJNURSjh5nH48Hy8jJmZ2c7flfSykbVepyxFUKJDhohzhc4Th8/UNt9qiXczKWSlYRbaalkJ8vdRHHQRBGagFhr0OqtPwNgLAEh1kOB5nDsUF5ohzEAgCzLeOGFFxAIBHDmzBlMTU11bdJhZYmjldung0aIGDhdoLUiMn0+H4aHh8scg1LhtrW1ZQi33t7eio5bO4SbKAJNlLV0gHhr0OrtSzKZxMWLF7s0IlILMY66Y0C1C48dgkL08j4rLi7pdNroYQYAV69exejoaNcnG1aXeVrlZDW6XU3TsLe3h/v373dhVISQZhDdQWuWWsJNL5OUJAmbm5uQJAn5fL4twk0UYSNSiaNIDlo+n2/IQWOJoz2gQHMQLperLA7ZLuWFwIMTWbvDN6qRSqUQCoWwubmJiYkJXLx4EW+++SbGxsa6sv1SdAfLqomOXR00TdOws7OD+/fvQ5ZlLC0tdW9whJCGEEWgdXoffD4fRkZGykIUcrlckeNWKtxKyySDwWDFibJIDpooouY4OmgMCbEHYhx1xxg7OGgejwcul6srAi2RSCAUCmF3dxezs7O4efMm+vr6IMsyFEWxVCAB1p3MrRJo1Rw0TdOwtbWF+/fvI5fLYWlpCQsLCw/em/+v68MkpOM4WeBY3QetHWiaZpm46enpQU9PT13htrGxYQg3v99f5rYpioLe3l5L9qGdFAoFIfYDEMtBqyfQNE2jQLMRFGgOopKDZgeB5nK5Olrip2kadnd3EQ6HkUwmsbCwgNu3bxcFo+gnHasEktXbt4uDpqoqNjY2EAqFUCgUjPRMUS5whFTC6QKHDlpnqCTcNE0rK5VcX1+HJEnGBDqVSpWJNyedQ0UKCRHNQauXTsoSR/sgxlF3jLGDQAM6U2qpaRo2NzcRCoWQyWSwtLSExx57rOIJxlxmacXJ1O12w+VyWRq1b6WDpqoq1tbWEAqF4HK58NBDD3UlPZMQcnREEGhWOmjN4HK50NPTg9HRUYyOjhqPa5qGn//858ZatlLh5vf7jVLJYDCI/v5+BINBWwohUUoc9WubCPsCPJgfBYPBqr9XVRUHBwdFxyWxDgo0h+Pz+SBJktXDaGuSY6FQMHqYqarakAvjdrvhdrstDeqwMijEKoGm3w1+8cUX4fF4cOrUKUxPTztiokRIO3GywHGKuKmF00Wmy+WCy+VCf39/Ucy5pmllpZJm4RYIBMrcNquFm0hhJwCEctBq7UsymYSmaSxxtAliHHXHhEoXHzs5aEcVJ4qiIBaLIRqNwufz4eTJk01N9q1sFg1YG7Xf7W0rioKVlRWEQiFomtb1tgaEkPbi5O+upmlCBGxUEjYulwu9vb3o7e0tc9xyuVxRqWQ8HockSUZzZauEmygOmj6ncfpxpVMvxTGRSMDtdmNwcLCLoyLVoEBzOHZIcTzqOLLZLKLRKGKxGPr7+3H+/HlMTEw0PWGwQ9S96A5aPp9HLBZDJBJBMBjEI488gjfeeAOTk5OOnuARchScvgbNjuu3mkF//528D0BzKY5m4WZOL9Y0DdlstshxMwu3YDCIYDBoiDa9VLKdIkQUgaavP3P6caXTiIM2NDQkjCB1OhRoDkI0B02WZUQiEayurmJsbAxXrlzByMhIyydDqwWalQ5epxtG53I5RKNRRKNRDAwM4NKlSxgbG4OiKHjjjTeEuHtNyHHGyZNQXaA5/RzUjvOoy+WC3++H3+9vWLipqlrVcWtlPKIINJESHIH6ISEMCLEXFGgOp51rv7o1jsPDQ6OH2fT0NJ588sm2WOpWOlj69q0SaF6vF9lstu1/N5vNIhwOY2VlBSMjI7hy5UpRmY1+8RYp6YqQVhBB4DgVvdWHkz8DoLN90GoJt0wmA1mWIUkSUqkU9vb2IMtyy8JNlGAN0a5rjThow8PDjv8eiYI4R94xwO4OWj2BsL+/j3A4jL29PczNzeHWrVs1E4VaGYPVAs2q7bfbQUun0wiHw1hdXcX4+DiuXbuGoaGhitsFULEXGiHEGTg9YEMkB63bwsblciEQCCAQCFQUbmbHbW9vD5IkQdO0IuGmp0sGAgHjWiSCQBPJQVNVta7gjMfjdNBsBAWaw/H5fMYXz8oTid67pRRN07Czs4NQKIRUKoXFxUVcuHChI00srQ4JsXL77XLvZFlGKBTC+vo6Jicn67qbLper4+WVhNgdpztQThdodNDaj1m4jY+PG4/XE27BYBCFQgFra2sYHh4uEm5Ow+p5VTtpJJGSJY72ggLNQVS6+Ohftnw+b+mJpLTEUVVVo4dZLpfD0tISrl69WrdJ4lGwg4PmVIGWSqWKyk5v3LiB/v7+hrdNB40Q5+J0gaaP38n7ADgjnr6ecDs4OMCbb76JbDaLSCQCWZYN4VZaKml34WZVX9VOkM/njRuq1Tg4OKBAsxFiHHnHGLfbDY/Hg3w+D7/fb9k4dHFUKBSwurqKSCQCAFheXsbc3FxXxKMdBJrTUhwPDg4QCoWwvb2N2dlZPPXUU02XndJBI8TZ7o3TBZrTUyh17OSgNYsu3PRr/blz5+DxeKBpGtLpdJHjtrOzU1G4mUsl7fB5iuSg6WKz1vsaj8fZA81GUKAJgF2CQmRZxgsvvIDe3l6cPn0aU1NTXb3YdCoowwnbb9bFSiQSuH//Pvb29jA/P49bt24hEAh0ZduEEHvhdIEmSqNtJws0Hf1mnb4fLpfLiPafmJgwnldNuEmSZLymkuPWzeNUJAetkX05ODjA0tJSdwZE6iLGkXdMqHZisjIoJJPJIBKJIBaLQdM0XLlyBePj45Zc7O2Q4milg9bItvf393H//n0kEom2rQekg0aOO04XOICzHUARHDR9HaPTHRs96KTe51FNuKmqaqxxS6VSSKVS2NragizLXRduhUKho8syukm9iH3gwY1bOmj2gQLNYbhcrrIF6VY0q5YkCeFwGOvr6xgfH8fFixfx+uuvF51ou43VJY5Wh4RUc7E0TcPe3h7u37+Pw8NDnDhxApcuXUJPT0/Ht00IsT9OFzgiOGj6OdTp+3HUdXRut7uqcDM7brWEm14q6ff7j3RcK4rScmWJ3WjEQaNAsxcUaALQTQctmUwiHA5je3u7KEwim81aniZpdYqj3UJC9ATN+/fvQ5ZlLC0t4cqVK22/I0gHjRBnO1CAs8fvdIEJiCXQOjEHcLvdhgAzU0+4lbptzQg3kfqg1RNomqYhmUxWbKdDrEGMI+8YUclB67RA0zQN+/v7CIVCSCQSFdcs6ZN+K/uGWO2gWV3iqIskTdOwtbWF+/fvGwmaCwsLHbvQ0EEjxNmI0CZABGEDOFsoA90P1mhEuKVSKRwcHGBjYwPpdNpw6eoJN5H6oOXz+bpzgGQyidHR0S6NiNSDAk0AOhUSomkatre3EQqFIMsyFhcXq5bGud1uuN1uKIrSkR5njWC1QLNDiePa2hpCoRAKhQIeeuihriRo0kEjxx0RBI6ThYEI4Rr6Pjj5cwDsk3xoFm6Tk5PG46qqQpZlw3GrJtzMlUFO/34AjZU4JpNJljjaCAo0h1HpJOHz+SBJUtu2oaoq1tfXEQ6HoSgKlpeXMT8/X/fLbQeBZLWDZoVQ0XvOAcC9e/fw8MMPY3Z2tmsTFjpohDgbp09AnT5+QAyRCdhHoFXD7Xajv7+/rM9nqXBLJpPIZrN4++238e6771Yslezt7XXMcVfv5rksy8hmsxRoNoICTQDaFRKiKApWV1cRDofh9XqxvLzc1ETfirCS0u0XCgXLLtbdFoh6z7lwOGxcEK9du9b1Rc100AhxNk4XOCKIGxH2AXgvxdFpVBJuP/7xj/Hoo4/C4/EglUpBkiQkEgmsr69DlmV4PB7HCLd6KY6JRAIAKNBsBAWaABx1DVoul0M0GkUsFkMwGMTZs2cxNTXV9AnG6n5susPXSJxsJ9AdtE5PdhRFwcrKCsLhMHp7e3HmzBlMTU3hP//zPy0ptaKDRoiz1w6JINCcPH7AucKmlKOmONoJPWY/GAyWOW6FQqHIcUskElhbW0M6nYbX6y1b49bf34+enh7LjtN6JY7JZBJ9fX3CtBUQAQo0h1GtxLEVgZZOpxGJRLC6uorh4WFcvnwZo6OjLZ9A7FBiCFjXu8Tr9ULTtI5NdvL5PGKxGCKRCILBIC5cuICJiQljW1aVWNJBI07m/v37xgQqGAy2NLnkGjRrcfr4AXEcNLuXODaKqqpQVbWqqPF4PBgYGMDAwEDR4/WEWyXHrRvCrZ5Ai8fjGBoacvz3SCQo0ASgWecqlUohFAphc3MTExMTuHbtWluiVa0ucXS5XJYnKQIPToTt6jEGPHA49WbgAwMDVYW0VQKt2fd89gUN6+/nRYDYg1wuh3g8DkmSoKpqxX5KnWqEayecvH8iiBtRnCdRBJp+LW12X+oJN71UMh6PY2VlBZlMpivCrV6KYzKZxPDwsKPPA6JBgeYwjuKgJRIJhEIh7O7uYnZ2Fjdv3iyLpj0KVpc4Ata6ePrFtV0iKZPJIBKJYGVlBSMjI7hy5UrNCFynOGj/9fxncPZ/f62DIyKkcc6ePQvggQuTyWSMWG5JkrC9vV3WT0kXbVaXLLUTpztQIsTsiyAyAesqWNqNoihwuVxt+0xqCTfdbZMkCfv7+zWFW39/P3w+X9Pf13oOWiKRwPDwcEv7RjoDBZoA+Hy+qk2iNU3D7u4uwuEwkskkFhYWcPv2bfj9/raPw2oHTR+DVQLN5XK1ZfvpdBrhcBirq6sYHx9v2OG0qtSQa9CICLhcLgQCAQQCAYyPjxuP6/2UzCEBpSVL+Xwefr8fiUTCkes4RBBoTh4/II5AE2Utnd4DrdPHlcfjweDgIAYHB4seryXcfD5fVcetEvXKNQEKNDtCgeYwKp0s9C9dPp83ToyapmFzcxOhUAiZTAZLS0t47LHHOjpx8Hq9kGW5Y3+/0TFYvQ6uVZEkyzJCoRDW19cxOTmJ69evl91t69S2jwLXoBGRqdYI1zyBisVikGUZb775JrLZLHp6eoqcNv31dp24On0NnQjiRhRhI1KJo5X7UU24KYpilErKsoy9vT1Eo1Fks9mqwk2nkRJHYh8o0ATA7XbD4/Egn8/D5/MZPcxUVTV6mHXjRGO1OLLDGFpZA2deEzg9PY0bN26UJUY1um06aIR0B/MEKpFIoLe3Fw899BDy+XxRmeTGxgZSqRQURUEgECgTba0Gk7QTp5cIipLi6OTPQEeUtXSNNHa2Aq/XW1W4mR233d3dIuEGPOiTWloqqUMHzX7Y7+gjLeH1ehGLxbC9vQ2fz4eTJ09ienq6qyfKo8b9twMrQ0KA93qxNcLBwQHu37+PnZ0dzM7O4qmnnkIwGGx523TQCLEen8+H4eHhosmOpmnI5XKGaJMkCXt7e5AkCZqmGTHe5smT3+/vmuhwuoPmdIEJiCNsrHae2oXT9sPr9WJoaKhsOYSiKNje3sa7774Lt9ttCLd4PI5nn30Wy8vLOHXqFA4ODjAxMYH9/f2aa90b5cUXX8RXv/pV3LlzBxsbG/je976HZ555puZrstksvvzlL+Pb3/42Njc3MTMzgy996Uv45Cc/eeTxOBEKNIdResHOZrPGXZL9/X2cP3++KHq9m1jtXuljsFIsNCKSEokE7t+/j729vbauCbTKyaKDRo479dZAuVwu9Pb2ore3F2NjY0WvS6fThmhLpVLY2tqCLMtFpZVm160TwSROX8NFB80+OE3YVMOuDlqzeL1e49xz6tQp43FZlvGNb3wDr7/+Ot566y3cu3cPL7/8Mr71rW9henoa58+fL/r32GOPNXUDWZIkXLp0CZ/85CfxkY98pKHX/NZv/Ra2trbwD//wDzh58iQ2NjaO9dzC+UffMcTlckGSJITDYaytrWHs/2fv3YPjusv7//fZ+0UX6y7LlizJlrET2bId27Edx86tBA9Dm0IHaGbaFMO0TEMKuJSS/iBNmkALaSnwZSBlmMbfFAptaAMt8MuQIRPnQpI2cazYcWKvdiWtVvfbrvbsffec3x/+nZPd1d4k7e7nfM4+rxkPZC378zny0Tnnfd7P835aWlBXV4e+vj60t7cz25dWBBprBy3f+ktLS3C73fD7/ejp6cHg4CCsVmvZ1mblHpKDRhDrQxAEOBwOOBwOtLW1qZ9LkqTOUhJFEX6/Hz6fb1VAQLrrtpH+Yt4Fmh4cNL0INOql0x65xKbD4cBtt92G2267DQBw6tQp/OVf/iU+9KEP4fLly3jrrbfw1ltv4cknn8SDDz6IH/3oRzh58mTJa546dQqnTp0q+euffvppnDt3Dh6PR3Xwent7S/7zeoQEGodcunQJPp8PnZ2dOHLkCBoaGnD+/Hnm5YVaidln+X3IdtBkWcbi4iLcbjeCwSC2bduGoaGhss5JS1+bHDSC4B+DwYC6ujrU1dWho6ND/Tw9IEAZAxAKhRCPx2G1WleNAXA4HCU/ZPIs0PQgCvRwDIB+hI1eHDSgtGNRQkI2bdqEY8eO4dixYxm/X+ky6P/6r//CwYMH8bWvfQ3/8i//AqfTid/+7d/Gww8/DLvdXtG1tYo+zr4ao7W1FX19fRl2sxb6vxT3iOXbWJPJhEgkwmRt4F0XS5ZlzM/Pw+12IxwOo7e3FwcOHKhoiib1oBHE2hl6/HsY/tgfs95GSeQLCEgkEhn9bVNTUwiFQmowSXaipN1uz3BryEFjjyRJ3I1nyIVeBJpejgMoLtBkWYbf7y/Ye1bp64PH48GLL74Im82Gp556CgsLC/jTP/1TLC4u4vHHH6/o2lqFBBqHbN68eZVjoRX3SpZlpFIpZm+eWJc4Go1GrKys4De/+Q3i8Th6e3vR3d1dle+H0WhEPB6v+Dq51iUHjahlWAscs9mMpqYmNDU1ZewpFotl9LelB5Ok97dJkoRYLAaHw8GlUNNLD5oeBIFewk6SyWRZWxBYkkwmi4r/QCCQcf2oNsrP8A9/+EM16OTrX/86fu/3fg/f+c53atJFI4HGIbluRGazGaFQiMFu3kURISxLA1j1YUmShOnpabWp9T3veQ+2bNlS1RsuaweN9UMqQRDvIggCbDYbbDZb3mASURQhiiJkWcaFCxdgNBpX9bfV1dVVpCS7nOjFQdPDMciyrBuhqYfjAIo/k6VSKQSDQaYx+5s3b8aWLVsyUih3794NWZbh8/kyAk5qBRJoOoF17xWQOY+tHKmE66HaKY6SJGFychIejweCIKCpqQkGgwE9PT1V24MCyzloAHsXgSCI4uQKJnn22Wdx4403QpZltVRyaWkJExMTGcEk2aWSWunR0YODpgfnSbn/6EHYsKwEKjfFnsn8fj8AlCVef73cdNNNePLJJyGKojoH9urVqzAYDNi6dSuzfbFEH2dfjZHPQWMt0AD2JYbVWj+VSsHn82F0dBRGoxEDAwPo7OzExMQEFhcXK75+Llg6aIA+3gATRK2hNP8bjUbYbDb14UghfQCuKIqYm5vD6OioGkySLdrWEkxSzmPg/dqjh+unUuquB4GWTCZ1cRxAcQctEAjAZDLB6XSWbU1RFDEyMqL+9+joKC5cuIDm5mb09PTg/vvvx+TkJJ544gkAwN13342HH34YH/vYx/DQQw9hYWEBf/EXf4HTp0/XZHkjQAJNN2ihB00L+6i0QEsmk5iYmMDo6CisVit27dqFjo4OVTSzEkks11ZuYnp641irdJ2TMXWSbyeCBTy7x4pAy7f/fANw4/G4KtpCoRAmJychiiJSqRQcDseqMQDZwSTlRA8Omh4EmuIC8v5vAejrflZMoC0vL2PTpk1lPf9ee+013Hrrrep/nzlzBgBwzz334OzZs5ienobX61V/v66uDs888wzuu+8+HDx4EC0tLfjwhz+MRx55pGx74g19nH2Ephw0lvuolEBLJBLwer0YGxuDw+HA4OBgzoHgLB1EVgJN+R5QkiNB8EcxgZYPi8UCi8WSM5gkPVFyfn4e4XAYwLXZS+mira6uDlardcMP9Hpx0Hh3bPRQpqlQaw5aufvPbrnlloLR/GfPnl312a5du/DMM8+UdR88QwKNQ3LdzFgLo/R9sHbQJEkq29vIeDyOsbExeL1e1NfXY9++fWhubs77QMHSQWMVdy8IAiU5EgSnrFeg5SI9mKS1tVX9XJIkNZgkFAphZWUF09PTCIfDMBqNq0Sb0+lcUzCJHtwnPRyDnoI19OagFUpx9Pv9aGxs1IXzqSf0cfYRMJvNkCSJ+QWSdYmjcuzJZHJDyWPRaBRjY2OYmJhAU1MTDhw4UFIDLasUSaD6ASnp0Cw0otbh/eGmkvs3GAyqAEsnlUohHA6rpZJLS0vwer2IxWKwWCyrRFu+YBKeS0wV9OA+sX7+KCe15KApJY6EtiCBxiH5QkKAa6V4LC8qrJ28jQq0SCSC0dFR+Hw+tLa24vDhw6t6LwpRqyKJHDSililUyqN1yumgrRWj0Yj6+nrU19dnfK4EkyilkjMzMwiFQmoaXXaipB7EDTlo2kEZF6AHBy2VSkGSpILHsrKyQgJNg/B/9hEAtBFxD7AvcRQEYV0iKRwOw+PxYGpqCu3t7Th69Oiqh4ZS0EJICIu3yeSgEQSfsBRo+SgUTKKINlEUsby8jFAohFQqhXfeeQeNjY0Z4s1ut2vquApBAk07KM8wejqWQgLN7/czHVJN5IYEGofku+GwLi9U9hCNRpnuYS0iURRFeDwezMzMoLOzE8eOHVsVM70WFCeJxc2W5TwyctAIgk94cv8sFguam5szys1lWcZLL72ELVu2AIAaTBIKhSAIQs4yyXIEk5QbPQg0PQSdANeEpiAI3P97ANcEmsFgKHgsfr8/o2eU0AYk0DhFEIRVN1YtJDmydtBK3cPKygrcbjfm5+fR1dWF48ePw+FwlGVtgE0/Qbn679aDwWAggUbUNFp74C8VLTpoa0EQBAiCgKampgzHLT2YRBRFBAIBTE5OIhKJqDOfssNJCgUpVBJZliHLMvfiRg+lpsC7/We8/kykU6z/DLiW4rhjx44q7YgoFRJoOoJ1/5eW9pBPoPn9frjdbiwuLqK7uxsnTpwoa0lo+kywat/slbVZCCWWpZ0EwRqeXKhseBdoQG73KT2YpL29Xf1cCSZRSiUXFhYwPj6eEUySPXy70sJJuWbzLm70UuJYSwmOAJU4ahV9nIEEAG04aFoos8yVpLi0tAS32w2/34+enh4MDg7CarWWfW0lcp7F90ApyWCxNvWgEQSf6CEBcS3HkC+YJJFIqGMARFHEzMwMRFFEMpmEzWZbJdocDkfZBBUJNG2hpwTHRCJRkoNGAk17kEDjFCpxLL4HWZaxuLgIt9uNYDCIbdu2YWhoqOLlf6yDQlg5aKWuK4pihXdDEESp6EGglaN/y2w2Y9OmTRlpdrIsIx6PZyRKTkxMIBQKQZIkOByOVaWS6wkmUe4XJNC0gd4ctELHIstyRQZVExtHH2cgAUAb7pUWShyNRiMCgQBeeeUVhMNh9Pb24sCBA1UrOWQ5C42VOCzFQRNFEW63G7Ozs1XaFUFUD15Fjh4EWqWOQRAEWK1WWK3WVcEk0WhUFW2hUAizs7MIh8NqMEl2f5vFYsm7R0mS1F46npEkqer9z5VATw5aqT1opcx5JaoLCTROyTcLLRQKMdhN5h5YRb3LsozZ2VnMz89DkiTs2LED3d3dVX8TxnIWGiuBVshBSxdmSiALRq9WeYcEQeSDZ2GgBGxU030SBAF2ux12ux1tbW3q55IkqYO3Q6EQ/H5/BnYVmwAAIABJREFURjBJtmhzOp0wm826SHAEyEHTIqU4aH6/nxw0DaKPM5AAoA33SrkQlNKYWi4kScL09DQ8Hg9SqRQaGxthtVrR19dXlfWzYV3iqBUHLZcwK0dSJkFoDd5DQngWaMqLIS0cg8FgQF1d3apRLalUKqO/bWFhAWNjY4jH46pDJ8sypqenVQHHo9DRW4qjHij2LKb0WZKDpj1IoHFKPgeNtUBTLmqJRKLiAk2SJExOTsLj8UAQBPT396Orqwvj4+MIBAIVXbsQLPvwWDpoyrokzAiCH3gXaIo41rIwMBqNaGhoQENDQ8bnSjCJMrdtamoKoVAIyWQSdrt9VaKk3W7X9HGSg6Y9kslkwfuv8qxEDpr20McZSADQRg+aIAgV30cqlYLP58Po6CiMRiMGBgbQ2dmp3rhY9oAp69eigxYKhTA8PEzCjKhJeBU5PLt/gLYctLWiBJOkUiksLi7ihhtuUINJlP42URSxuLiIUCgEWZbhcDhWJUrabDZNHL9eBFoymaxIyjMLiqU4+v1+1NfX60aQ6gn6F+EUrTpoQOUcpGQyiYmJCYyOjsJqtWLXrl3o6OhY9b1gnSRZawJNFEXMzc0hGAxi69atJMwIgiPIQWNPeg9aejBJS0uL+jWyLGcM3hZFUQ0mSZ/5lt7nViiYpFLHoQeBpjcHrZhAI/dMm+jjDCQAaKMHTdlHOQVSIpGA1+vF2NgYHA4HBgcH0dbWlvfGw1qg1UqJY3opY319PVpbWzE4OFiVtQlCS/DsQvEu0Hh20BRKCQkRBAEOhwMOhyNnMIniuC0vL2NiYgLRaBRms3mVaFOCSSqBnhw0PRwHUJpAa2xs5PrnR6+QQNMRShoU64tkuYRiPB7H2NgYvF4v6uvrsW/fPjQ3Nxe9kLBMUQTYOmjVGBidq8dscXGR4vMJgkN4F2jVTnCsBBtJccwXTJJMJjOE29zcHEKhkBpMkp0o6XA4NvzcwPrZo1zUkoNGQ6q1iz7OwBokX4kjcM1xYnmR3GgPWjQaxdjYGCYmJtDU1IQDBw6sKWFICw5aLBZjsnYlxWGh8I/l5WWmopggWMOryOFdoCkzxHimEqWBJpMpZzCJMnhbKZVMDyZRBm+nu25rCSahFEdtIctyyQ4aoT1IoOkIg8EAo9GIRCIBm83GbB/rFUiRSASjo6Pw+XxobW3F4cOH13XhUNZn9eDBugctHo+X9e8sJZWx0Bw0gtA7PJc4AvyKS4ActLVisVhgsVgyXBNZlhGLxVTRFgqFMoJJcvW3ZQeTyLJMPWgaQ5IkyLJcsKTV7/eTg6ZR+D8Da5R8N1QtJDmutcQxHA7D4/FgamoK7e3tOHr0KOrr6ze0PsubBcsUyXKKw7XE5VejtJIgiPJDDhp7WDtPgiDAZrPBZrPlDCZRRFswGMT09DQikYgaTJKeJAlAFwJNLw6a8hxS6FgCgQCFhGgUEmgcIwjCqje3WggKMZvNJZX4iaIIj8eDmZkZdHZ24tixY6vq6NdD+rBsFhdZlj1w5XCy1jPHjBw0guAT3gUaOWiVIz2YJJ1UKoVwOKyWSi4tLUEURQDAK6+8sqq/zel0cuNIybKsGwdNaXcpdG4FAgHs3LmzirsiSoX/M5DIQAtR+yaTCaFQKO/vr6yswO12Y35+viLzsgwGAwRBYDbLhHWJ43rdu40MmCYHjah1eBU5vAs0rYqbtcDbMRiNRtTX12dUukQiEbz88svYs2ePGk4yNzcHj8ejtl1ki7ZyBJOUG6UsUGv7Wg/F+s8ActC0DAk0jsnloGlFoOXag9/vh9vtxuLiIrq7u3HixImK9cqxdrFYljiu1cnaiDDbyLoEoRd47kHjee8A/wIT4E+g5UJJcNy0adOqB34lmEQplfT5fAiFQpAkCXa7PUO01dXVwW63M/s3VZ4b9OCglSLQaA6aduH/DCQy0IJAy+6DW1pagtvtht/vR09PDwYHByvubLFMcmQtDktduxzCTMFgMJBAIwgO4V3g6EHcSJIEi8XCehsbolDEfqFgEkW0iaKI+fl5hMNhAIDD4cgQbU6nE1arteLnajKZhCAI3J9TQOkCjUJCtAkJNJ2hpZCQhYUFuN1uBINBbNu2DUNDQ1W7CdXKsOj1rF1OYZa9Lu8PewRRa/D+M8v7/gF9iMy1zkBLDyZpbW1VP5ckCZFIRBVtKysrmJ6eRjgchtFoXCXanE5nWZ8r9NJ/BlwTaIUSHGVZRiAQWNMYI6J66OMsrFHyzUIr1P9VaWRZxsrKCiKRCIaHh9Hb24sDBw4UvEhUAi04aCweHAoJtEoIMwXl4UIPD0sEsR54Pe95/5mlFEdtUK4h1Uo6pNPpRHt7e8bfnz54e3FxEePj44jFYrBYLKtE23qDSfSS4AhQDxrvkEDTGaxSHGVZxszMDDweD6LRKADg5MmTzN5EsXbQADZv4nIJtEoKs/R1AX08aBDEWuG5j4t3gUYpjtqgXAItH7mCSYBrIiS9v21mZgahUEgNJslOlHQ4HAW/13py0BKJRMFjSSQSCIVCVOKoUfRxFtYo+Ry0ago0SZIwPT0Nj8eDVCqF/v5+tLa24vnnn2d6w2Ed1AGU9vaqEmsrAq0awkxB+bdOpVJVd0sJgtgYPAs0PYgbOob1YzKZ0NjYiMbGRvUzWZaRSCQy+tuWl5fVYBKHw7EqUVIJJtGbg1ao39/v9wMACTSNQgJNZ1SrB02SJExOTsLj8UAQBPT396Orqysjbj2RSDCJuQfYBnUYDAZmsfNKmuLw8HBVhJmCMtqAgkIIgi/04KDxvH9AHwKt0g7aWhAEARaLBc3NzRn9VbIsIxqNZjhu8/PzCIVCEAQBTqdTFWmLi4uoq6uDxWLh9vxKJpNwOp15f9/v98NqtVb8+YBYHyTQOIaFg5ZKpeDz+TA6Ogqj0YiBgQF0dnZm3FyMRiPTOWQA2xJHgE1QiCiKGBkZAXBNMFVDmKVDs9CIWobXhzjeBY4exI0kSZoRN+tFSwItH4IgwG63w2635wwmEUURU1NTiMViuHr1KiKRCEwm06r+trq6Oi4qRYpV8SgR+zz//OsZEmg6o1I9aMlkEhMTExgdHYXVasWuXbvQ0dGR9webdZqkyWRCJBJhtn41SyzTSxk3b94MANi5c2fVxTHNQiN4xefzbejBi/ceNJ7RQ0iIHkQmDwItH+nBJKFQCDabDbt370YqlUIoFFJ/LSwsZASTZIs2p9Opqe9BsRRHv9+fURpKaAsSaByTz0GTJKlsF8tEIoHx8XGMj4/D4XBgcHAQbW1tRW+IrMJK0tdnLRAr7Sbl6jGz2+2Ymppi4mTRLDSCV9IT4axWa0aUdynBAjzDu4Omh5AQPYQr8SzQ0kl3nYxGIxoaGtDQ0JDxNUq4hlIqOTMzA1EUkUwm1cHb6aKN1fWjmIOmJDjy/POvZ0ig6QzlbUkikdjQxTIej2NsbAxerxf19fXYt28fmpubS/5B1oJA0muJY7HwD5b9b1TiSPDI0NAQAKwKFvD5fBnBAopgUx6+0gfn8vqQw7tAIwdNG6RSKWYtDeWklOMwm83YtGlTRjy9LMuIx+MZ/W1erxehUAiyLKvBJOnXD5vNVtFzt1iKo1LiSGgTEmg6w2AwbKi8LhqNYmxsDBMTE2hqasKBAwfWNcRQCyWOelu/1FRGVgEp5KARvGM2m9HU1JSRaqYEC4iiCFEUEQwG1cG5JpMJdXV1iEQiWFpagtVqXff8JVbwLtD04KDpQaDp4RiA4sEa+RAEAVarFVarNWcwSfqLn9nZWYTDYTWYJHv4djmCSWRZLrkHjdAm/NxFiFUU6v9aa3lhJBLB6OgofD4fWltbcfjw4Q3VJrMucWTt5pRz/bXG5ZODRmyErnMypk7y+8BebtKDBdra2tTP0/tTRkZGEAgEMD8/nzF/Kd1xs9vtmnyA5V2gkYOmDfRS4lju48h3/ZAkCeFwWBVtfr8fk5OTajBJtmhzOp1r6o9V7sUk0PiFBBrnCIKwqsl7LeIoFAphdHQUU1NTaG9vx9GjR1cNglwPenSw1kI5QkLWO8eMlVCiFEeilkjvT/H5fNi2bRva29sRj8dVt00URSwuLiIUCgFARm+K8stisTA9Dt4FmizLXAsDWZYpxVFDVGt+qcFgUK8BHR0d6ufKi5/0MQCjo6OIx+OqQ58u2vIFkyjPH8V60Do7O8t/cERZIIGmQ0px0ERRhMfjwczMDDo7O3Hs2DHU1dWVdQ+1LNA2Uma40QHTrAQapTgSBPLOX8p+W+7z+RCNRmE2m1f1tlU7DY5ngca7g6a8YCUHTRuwPo5CwSSKaAuFQpiamkIoFFKDSbITJVOpFEwmU8GfjUAggN27d1f6kIh1QgKNc3I5aIUE2srKCtxuN+bn5ys6xNhkMiEcDpf9713L+slkktnb4fWIpI0Ks42sXQ7IQSNqmULXGaXXxOl0or29Xf08mUxmvC1PT4NLDxVQflUiVEAPDhrP4ka5ZvJ8DIA+ZrkB1XPQ1kq+/ljFsVeuI4pjrzwXvvXWW+p1xG63w2azqf9OVOKobbR3FhIbJpdA8/v9cLvdWFxcRHd3N06cOAGbzVaxPWjBwQKgvkWqNkajEdFotKSvLZcwS1+bhZNFDhpRq6x3lpjJZEJjY2NGv68sy4jFYuoDlyiKmJubQzgcVuc1ZTtuGxmay7tA491BU66ZvAs01s5TueDpONKDSVpaWtTPZVnG5OQkvF4vHA6HGkzy5ptv4otf/CJ6e3uxc+dOhEIhTE5OYnZ2NqPMcj08//zzePTRR/H6669jenoaTz31FO66666S/uxLL72EkydPYnBwEBcuXNjQPvQECTTOyXVjShdHS0tLcLvd8Pv96OnpweDgYFWicFmXOCoXWFZvw0opcSy3MFMgB40g+EUQBNhsNthstoyHLiVUIL23rRyz23gXaLw7aIpA4/nfAOBL2ORDlmVmL3XLiSAIMBqNsNls6OvrUz/ft28f9u3bhwsXLuDSpUt444038P3vfx+PPPII2traMDg4qP7as2cPDh06VPL3IhQKYWhoCKdPn8YHP/jBkvfq9/vxh3/4h7j99tsxOzu75mPVM3yfhUROTCYTlpeX8eqrryIYDGLbtm0YGhqqajM6awfNYDDAYDAw20MhkVQpYVbK2pWEHDSCqBzpoQLpbGR2G6APgcOzuFFKA3k+BkAfw7YlSeI+dEYh18tpq9WKQ4cO4dChQ5BlGb29vXj66adx3XXX4fLly7h48SIuXbqEJ598Eg8//DDcbnfJ6506dQqnTp1a8z4/+clP4u6774bRaMRPf/rTNf95PUMCTUfIsoz5+XlMTk4iFothx44dOHDgwIbKX9YL65h9ZQ+sHJ1cArXSwkyBHDSCqD6sHrDXO7tNEWyxWAx2u53J3suBHgQmz/sH3nWeeBc2pUTT80Kx6iFZlhEIBNDc3Iy6ujocPnwYhw8fruIOgccffxwejwc/+MEP8Mgjj1R1bR7g/yyscZSQkJmZGXg8HsTjcTQ3NyMcDmP79u3M9sW6xBFg6+Kli6RqCbNca1cTo9GIeDxe9XUJgjXr7UGrFKXMblN62wKBACRJwvz8PDez29LRg4Om9e9xMZTKCd4FWjKZVKtveCeZTBZ8Ob+ysgJJkjJe7FQTl8uFL3zhC3jhhRd0IYgrAX1XOGdpaQnDw8NIpVLo7+/Hli1bsLS0hCtXrjDdF+sUxfQ9sFo7Ho9jeHi4asJMgZVQIgeNILRNrgjvy5cvq6MBeJndlg7vDppeSgMB/gWaHlxAhWQyWTAIzu/3QxCEjICiapFKpXD33XfjoYcews6dO6u+Pi+QQOMcpQm0q6tLvciXMget0phMJuYNt6wEmiiKGB0dRTQahdForJowU2BZ4lhqD1rXORlTJ/l9600QesJkMnE3u02BHDT26GVUQDKZ1I1ASyQSBWfbBgIBNDQ0MDneYDCI1157DW+88QY+9alPAXi3/89kMuFXv/oVbrvttqrvS2uQQOMcp9OJrVu3Znymlf4vgO1MkWoLtPRSxra2NhiNRgwODlZtfQWWJY6lrvvrf70Pu//p2xXeEUFUD15FQr4qBy3PbsveP8/CQC8CzWAwcPszoKCHBEeFYs9eLGegNTQ04OLFixmffec738Gzzz6Ln/zkJxnJk7WMPs7EGibXBdFsNkOSJKZ2vcFggNFoZB61X431c/WYCYKAc+fOMSnxpBRHgqguWutBWwtrvUZpYXZbOuSgsUcvpYF6ctCKCbRAIIBNmzaV7WdHFEWMjIyo/z06OooLFy6gubkZPT09uP/++zE5OYknnngCBoNh1cvr9vZ22Gw2Ji+1tQoJNB2i3PgSiQTTiw1rJ6/SDlqh8A+lB0yJUK4mlOJIEESplOMlUrVnt2Xvn2eBw+IeUW70ItBqyUFbXl4uq4P22muv4dZbb1X/+8yZMwCAe+65B2fPnsX09DS8Xm/Z1qsF9HEmEhlowb0C2Cc5Vipmv5RUxvQSz2rfuFgJJXLQCII/Kun+VWp2Wzq8O1C87x/Qj0DTm4NWyKUud4njLbfcUvBacvbs2YJ//sEHH8SDDz5Ytv3oARJonJPvpqWVoBDWAi0Wi5Xt71tLXL4gCBAEQfO9YOVkLSEhBKE3eC2zY1GGvdHZbcr/V8KoeP3eA/oQaHpwAQG2PfPlRJblkkscCe3C/5lIqLPQ0mFdXqiFPZRLIK5njpkgCFyEdehhXYJgTS31oFWKtcxu83g8SCQSsNlsSCQSmJqaQjQa5WZ2Wzp6iNnXwzEA+nICgcIDt/1+P7MZaERpkEDTKeSgbXz9jQ6YZnX85KARBFEqWhFo+cg1uw241ucriiKGh4cRj8cxPj7Ozey2dPTgoOlJ2Njtdtbb2DDKc0ehf5NAIIDu7u5qbYlYByTQdEAuB00LAo11D9p6+/A2KszS12fpZFX7wYscNILgD60LtHwow7UBYGBgAHa7nZvZbenooTxQLwJNL8ehlDcW+rmmEkftQwJNp7AWRwB/Dlq5hJkCq6AW5QZT7QcvxUHj9YGPINYL7+c8r3uXZTnje8/L7LZ0JEnivu9Jb8KGd0o5DpZz0IjS4P9MJHLeSFj3fyl7iEajTNcvxdEptzBb6/rlRrlRVrsvQFlXD2+ECaJW4FlcKpUjxa5zWpvdlk4qldJs+WWp6EWg6eU4iiU4yrJMDhoHkEDTKWazGeFwmPketOygVUqYKbAscQSu3Wwq8UCRD+UhSS83OYKoBfQg0Nazf5az29LRQw+aHlxAQD9z0Ep10JQSYUKb8H8mEjlvTlroQdNCiWOuXqxKCzMFViWOgiAwmYWW7qAVIpVK0cBKgtAIPAs05VpTToFTjdlt2cfAu0DTgwsI6GcOWikCbWVlhVIcNQ4JNJ2iFYHGOmYfeNfur5YwS1+fVWgGC/dOmf2WT6BJkoSJiQl4PB5Yrdaq7o0gCjH0+Pcw/LE/3tDfwavI4X1EAFCd7305Z7eloxeBpgdhoxcHLZFIFDyOWCyGSCRCAk3j8H8mEjlhXV6ohT0oN4yVlRX4fL6qCbP09VkdP+sEyXQkScLU1BRGRkZgMplw3XXXXWvgv3i+6vsjiErAu8jhVVwqL4NY7X+9s9vSA0kSiQS3338FPQg0Zbgz78cBFHfQlpeXAYB60DQOCTQdoOWQEJYCLRQKQRAEvPbaa9iyZUvVhJmCyWRCLBar2nrpaGEWmizLmJ6exsjICABg586d2Lx5M/cPIwShJ3gXaIpzryWKzW5L728LBoO4cuUKJicnuZndlo0eBJpy39KDg1ZsnlsgEIDdbofNZqviroi1wv+ZSOREKyWOyWSy6g8A6aWMgiBg79696OzsrNr6CizngrF00JLJJGZmZuByuSBJErZv346uri7uy3gIohBaEwlrgde9y7LM1XVFmd2WHs7w6quvYsuWLbBYLNzMbstGD8m9pQx35oViKY7Ly8vYtGkTtz/3tQIJNB2QLyREkiSmb7aUC0Sxi0W5yNVj9vrrrzN7I1ZrJY6yLEOSJFy6dEkVZlu3buXqAYogag3FheIRnveuIMsyHA4HmpubuZndlo0eHDRlLI0e7lfFShyViH3ef3b0Dgk0naIIokQiwezCqaxbaYFWKPyDZZllrYSEyLKMxcVFuFwuxONxdHV14brrruP+hk0QpcJzDxpADhpL8s2r1PLstlzHwPv1Xi/9Z0Bxgeb3+zPOK0KbkEDTAblurgaDgamDA1zbl9ILV6geer2UksrIUqDVQonj0tISXC4XRFFEX18fAKClpUU3NzqC0Dt66EHjmbWkOGpldls2+UQmT+glwREonuLo9/spIIQD9HE2EhAEYdVbXC31oZWTtcTlsxZoehWHfr8fLpcLfr8ffX19OHDgAMxmMxYXF4vOQSMIPcKrUOBZoOnBQStHzH61Z7dlQw6atii1xJHQNiTQdIwWkhzLGbW/njlmLEUSyxLHSg2qXllZgcvlwtLSEnp6ejA0NJSRNJae4kgQhPbhuTxTLw5apYRBpWa3Ze9flmXuxY1eHDQle6BQaavf76cZaBzA/9lI5EUrDtpG97CRAdOsHTS9lDiKooiRkRHMzc2hu7sbg4ODOYdNszxmgmAFzyKHHDR2KOKmmsdQjtltTqcTdrs944Uc7wJNLw6acv8t5qB1d3dXa0vEOiGBphP0WOK4EWGWvj6r7wFrcRiPxzf894RCIbjdbszMzGDLli04ceJEwdkp5KARBF/wLNB4d9CUa6UWROZaZreFQiEAUIUacM2VaWho4GZ2WzZ6cdCSySQEQSh4Tvn9fuzZs6eKuyLWA/9nI5GXcpYXVnMP5RBmCiaTCZFIZF1/dqMYjUY1er7aN+CNOlmRSARutxtTU1PYvHlzyf8G5KARtQrPQoHXvevBQQO0IdDykWt2myzLCIfDCIVCWF5eBgBcvXqVq9lt2ejFQVP6zwr9TFOJIx+QQNMJuX4YtdCDtpY9lFOYpa/P0sUCrl0wq/1W0Wg0rsvJikaj8Hg88Pl86OjowE033QSn01nyn69U7xtBEJWBHDR28CDQciEIApxOp+qgzc7O4tixY1zNbstGLw5asQRH4FovOYWEaB/+z0YiL2azGeFwmOkeTCZT0VK7Sgiz9PVZCzQWgmWt4SjxeBwejwderxdtbW04evQo6uvr17Uu65cCBFFtqAeNDXpw0AwGA7fffyAzwZGn2W3ZJJPJiowDqjbFEhxlWYbf789wRAltQgJNJ+S6wGuhB62QSKykMFNgKdAEQWBW8leqg5ZIJDA6Oorx8XE0Nzfjxhtv3NAAS3LQ9EHXORlTJ/l9aCRKh2eBxqJ8vJzwvn+geMS+Vme35ToOPThoxQQaQDH7vMD/2UjkRQs9aLlKHKshzBRYD+tmJRCLCcNkMonx8XGMjo6isbERBw8eLEtN+npLKwmCd3gUOYrzx+PeAb7FJaAPgbbeMQGsZ7dlo6cetEIOpCRJWFlZoR40DiCBphO06qClC5RqCrP09Vk6OiwdtFzrplIpeL1eeDweOJ1O7N+/P+Ot5kYhB40g+IF3gca7wEmlUlzvHyj/MVRjdlu+46gFBy0QCECWZSpx5AD+z0YiL1oJCYnH4xgeHq6qMEtfn7WDpgWBJkkSJiYm4Ha7YbPZsHfvXrS2tpb9wYwcNKIW4bUHjdd9K+ghJEQPAq3SzlO5Z7flQk8OWiGB5vf7YTQa19VjTlQXEmg6hrWDJooixsfHEYlE0NLSUlVhpmAymSBJErMbIasSS0WgSZKEyclJuN1umEwmXH/99Whvb6/YQw3NQSMIfuDdQaMSR/ZUQ6DlY72z27LTJC0Wi24ctEQiUTB52e/3o7Gxkfvzrhbg/2wkAOQvcZQkqeoX0PRSxra2NgiCgMHBwaqtn45ywWURdQ+wE2gGgwHJZBIvvPACDAYD3vOe96Czs7PiDzM0B43glWAwCKfTue4HFx6Fgh4EGs8PmiTQKkOx2W2iKMLv98Pn86mz2xKJhNrvxsvstlyUUuJIASF8QAJNxyiNoolEoioXmlw9ZgaDAbOzs8xuREqEMSuBVu0SR1mWMTMzA5fLBVmWsX37dnR1dVXte08OGsEr58+fzwgiqK+vz3jDrmd4FWi8C5z1BmxoCS0KtFykz25rb29XP08mkxBFEefPn4cgCFzNbstFKSWOjY2Nmj4G4hok0HRCrh82g8FQFQenUPiHIk5YCSRBEJjPQquGQJNlGfPz83C5XEgkEti2bRuuXLmCzs7Oqj7AkING8MqJEycygggCgQAmJycRiURgsVgyHtKyY7957eUiB40tvAtMgH+RqYSMAMDAwADMZjM3s9tyUSzFcXl5mRw0TiCBpiMEQVj1oFDJPrRSUhkVByuRSDB7C81SNFRaIMuyjIWFBYyMjCASiaC/vx/d3d0QBAFXrlypel09OWgEr+QLIkgmkxkPaumx38rDmSzLCAQCMJvNXLltvAs0SZK47hvSS4ojz/8GwLsvkhWhycvstlxQiaN+4PuniihKJZIc1xKXz9rBAtgmOVYySXNpaQkulwuiKKKvrw89PT3qhVlpnq+2MCUHjeCVDzaeVv//fwb+Wf3/JpMJjY2NGQPcZVlGJBJRH9RkWcbo6CjeeecdWCwW1NfXqw9q9fX1BdPjWMKr86dAKY7s4aXEsRDJZBIGg6Hov4XWZrflO5ZiAo1moPEBCTQdUWkHbb1zzFgPzGZd4hiNRsv6d/r9frhcLgQCAfT29uKGG25YdUEWBIHJTDKag0bogXSxppAu2gRBgMPhgMPhQHt7O7xeL/bv3w+LxZKRHufz+SCKIgCs6mXRQlmU8iKHV5FDJY7s0YNA26gLyGp2WzZKKFyxHjQSaHxAAk3nlEOgbXTANOt5bKwFWrnWXllZgcvlwtLSErZt24ahoaGC5VQs3Cyj0QhZlrmPvyaIbHKJNuCacFNejJlMJmzatCmjhCjdbQsGg1haWoLX680oi8rP6qT1AAAgAElEQVTubavWzw7vP6d6cND0IG54P4ZKzEArNLstvUxybm4Oo6OjiMfja57dlus4ABR10Hp7ezd0bER1IIGmczbiXm1UmCnUeonjRkVSMBjEyMgI5ufn0dPTg8HBQVit1qJ/joVAU24kenjwIIhSUITb/8G/qJ8VctsUlLIo5ZfX682Y1ZSeJOl0OivitvFe4kgOGnv0cK2vZh+dMiQ6e1D0ema3ZZNMJtXqmXyQg8YPJNB0RK43ietxr8olzBRqvcRxvWuHQiGMjIxgdnYWW7duxYkTJ2Cz2da0NgsHDdDHW1WCWC+F3DaFXGVRkiRl9LalhxBkv12vq6uD3W7fkINEDhpb9BKwwfu1vhIO2lpZz+y27N42JTSn0M8E9aDxA99XBqIoZrMZ4XC4pK8ttzBTYF3iyGpYNLA+By0cDsPtdmN6ehpdXV24+eabYbfb17y20WiseqJiuoNGEEQmxXrblAhvp9OJjo4O9XPl7XooFEIwGMTCwgJCodCqyG/lV6kP/bwLNHLQ2ENJlJWj0Ow2RbSFQqGM2W2CIODixYsZL3HsdrvafkApjvygvTOSWDe5brSl9KBVSpgpaKHEMRaLMVl7LS5WNBqFx+OBz+dDZ2cnbrrpJjidzg2tXe3vO6twEoLglVLctlxv17MjvxcWFjA2Nqb2sihJkkqZZL4BuzwLNN4dNL0INNbu00bRgoO2FvIly05NTcHr9aKhoUHtb3vxxRfx1a9+Ff39/RgYGIDBYMD4+DiWlpYyrifr4fnnn8ejjz6K119/HdPT03jqqadw11135f36//zP/8R3v/tdXLhwAbFYDNdffz0efPBB3HnnnRvah14hgaZzCpUXVlqYpe8hEomU/e8tFZPJpNZyV5tSRFIsFoPH48HExATa2tpw9OjRVfXp612bhZNFs9AIYuOU4rblivzO7mVJd9uynTbeBQ45aOzRg0DTqoO2FpSfY7vdjm3btqmf79u3DydPnsQbb7yBixcvYnFxEQ8//DDuvfdebNmyBXv27MHevXuxZ88e7Nu3D4ODgyWvGQqFMDQ0hNOnT+ODH/xg0a9//vnn8Vu/9Vv4yle+gk2bNuHxxx/HBz7wAbz66qvYv3//2g9a5/B9RhIZlOqgVUuYKWjBQdNiiWM8HsfY2BjGx8fR3NyMI0eOoKGhoWxrs5pJRrPQCKIybNRtCwaD6pt1j8eDRCKxqiSqkNumNXgXmLwLNFmWdRESwpuDlo9cM9CsVisOHjyIgwcPQhRFnD17FjMzM7BYLLh06RLefPNNXLx4Ed/5zncgCAJeeumlktc7deoUTp06VfLXf+Mb38j476985Sv42c9+hv/+7/8mgZYDEmg6J73/q9rCLNceWMA6JESSpIwbcTKZxNjYGMbGxtDY2IhDhw5VpCaclVCiEkeCqC7rcdtkWcbCwgLeeeedjJKocDgMo9GYUR6pBBFo7SFWDw6a1r6na0GplOD5GIBrDlqhkTW8UMqQagDYtGkTrFYrbr75Ztx8883V2t4qJElCMBjccKmlXiGBpnPMZjPi8TiGh4erLszS91DLDhpw7QYgSRK8Xi9GR0dRV1eHAwcOVPTCxNJBoxJHgmBLMbdNEASYTCYYjcaMkihJktQAAlEUMTs7C7fbjUQiAYfDsapM0mq1MnOxyEFji3J/4fkYgOLChheKHYff70ddXV1FRnash7//+7+HKIr48Ic/zHormoT/M5JQyb5RiaIIl8ulvmWstjBTYF3iyDLFUXmzOD4+Dq/XC7vdjqGhIbS0tFT8wYKlg0YCjSC0SW637Zj6/w0Gw6o5TbIsIx6PqyWSoihiZmYG4XAYJpNplWirltvGu4PGewKiXgSaHvrogGsCrdAoHr/fj8bGRk281PjXf/1XPPTQQ/jZz36WkVBJvAsJNB2SXsq4efNmAMDAwMCaZmiVEy2UOLIQKpIkwefzAQCmp6cxODiItra2ql0cjUYj4vF4VdbKXpdKHAmCH4qVSAqCAKvVCqvVitbWVvXzVCqV4bYpcd+pVCqn22axWMp6/ePdgeJ9/4qw0cID/0aoJQdNCwLtxz/+MT7xiU/gySefxB133MF0L1qG/zOSUJEkKWcp48zMDFMHSylxZDVzR3HwqrW+JEmYmpqC2+2GwWCAyWTCnj17qj57hBw0giDWSymBJEajEQ0NDRnhRrIsIxaLqaItGAxienoa4XA4Y7huutu2XpHC+xw3vQg03tHLcSQSiaICjfWQ6h/96Ec4ffo0fvzjH+P9738/071oHRJoOkK5WQ4MDGSUMmrBwWKZ9lSt9WVZxszMjFpWumPHDnR1deH5559nIlgoxZEgiHJTittms9lgs9lyum1KmeTU1BREUYQkSavctvr6+pJCG3gXOLyHhOhF2NSKgxYIBDJmp20UURQxMjKi/vfo6CguXLiA5uZm9PT04P7778fk5CSeeOIJANfKGu+55x5885vfxI033oiZmRkA10YDlHNfeoH/M5LIoL+/H7IsZ3xWyrDqSqJcMBKJBDOBBlQuSleWZczNzcHlciGZTGL79u3YsmWL+uDAqgeOVZoiOWgEUVtsxG2LRqOq27aysoKpqSlEIhFYLJZVSZIOhyNDkJGDxhbeBaZCrQjNcjtor732Gm699Vb1v8+cOQMAuOeee3D27FlMT0/D6/Wqv/+9730PyWQS9957L+699171c+XriUxIoOkMQRA0J9AMBgPToA6DwQBBEJBMJmG1Wsv29yox1S6XC7FYDP39/eju7l51w2XVA8dqXXLQCIIASnPb7HY77HY72tra1M+TyWRGb5vP50MoFIIkSXA6nRmDtlmW728EpaqDZ4HGe8gJcO3fQQ+DqoHSHLRytlrccsstq54308kWXc8991zZ1q4F+D8jiaKwFmgA+yTHcq+/uLgIl8uFUCiE/v5+9PT05H0DV2vzyGgOGkEQ+SjFbTOZTGhsbMwoe5JlGZFIRBVtfr8fwLW3+BaLZVVvW7bbpjWUKgMt77EYenCelHuVHo5DkqSCEfp+vx/9/f1V3BWxEUig6Yxc5R6s55AB2uiDK8f3YHl5GS6XCysrK+jr68PBgweLvnljJU4pJIQgCF4oxW1zOBxwOBxob29HKpXCuXPncPTo0YxQEp/PB1EUASDDbVN+aWUGFAk0baDcI3l30Eo5jkAgwDwkhCgdvs9IoiRYiyNlD6wdtI2IlUAgAJfLheXlZfT29mL//v0l3+hrbWA0q3h/giD0RSG3TSmtMpvNsNvtGaVb2W7b8vIyvF4vYrEYrFZrTret2r1sJNC0QTKZVNsgeCaRSMBgMBQ8n8pd4khUFhJoNYDZbEY4HGa+B9YCbT3rB4NBjIyMYH5+Hj09Pdi7d29J6WLpsOq/Y7kuOWgEQVSKdOH2bfwAQGG3TSGRSKiiTRRFeL1ehEIhANV32yRJgiAIJNAYUyv9Z4A2YvaJ0uH/rCQyyFfiqAUHjacSx1AohJGREczOzmLr1q04ceLEugd9swzrkCSp6klnVOJIEES1KaW3zWw2o6mpKeMhVZKkDLdtaWlJddtsNtsq0Wa328tyPeU9IATQR4pjpdKdq00xgSbLMgKBAJqbm6u4K2IjkECrAVi7VwD7EsdS3aRwOAy3243p6Wl0dXXh5ptvht1u3/DaLEr+jEYjZFmuukCjFEeCILRCsd42g8EAp9MJp9OJjo4O9fN0ty0YDGJhYQGhUAiCIKwSbXV1dWt2YfQg0FKplGZ6+tZLrTloVOLID/yflUQGWnXQWIvEYgIxGo3C7XZjcnISnZ2dOH78eMaw70quXSmUt4LVjkIuxUFTyooIgiCqzUbctnA4rAq3hYUFjI2NIR6PZ7ht9fX1cDqdBd02PUTUp1KpdVeWaAU9OWiFxHIymYQoilTiyBEk0GoA1uWFyh6i0SjT9XOJpFgsBo/Hg4mJCbS3t+PYsWOoq6sr69osQ0KA6r/lLHS86UK465yMqZN8N2YTBKEfSnHbFBGWTjwez+htU9y29K9XfjmdTphMJt04aLyLG704aIlEomiCIwASaBzB/1lJZKBVB411iaPJZMoISonH4xgdHYXX60VLSwuOHDmChoaGiqzNKqxDaUCvtjjM5aAlEgl4PB54vV60trbi2LFj+PV734vd//Ttqu6NIAhiLRQTbQBgsVjQ3Nyc0d+juG3BYBChUAhzc3PweDxIJBKw2+2wWCxIJpOYn59HXV0dbDYbd0mCehBoenLQCgk0v98Ps9kMp9NZxV0RG4EEWg1gNpshSRLTN3ZaKHFMpVJIJBIYGxvD2NgYmpqacOjQoYrXZLMKCQHYuHfpa6ZSKYyPj8Pj8aCxsRGHDx/OGD5LEATBG6WUSOZz25SZbTMzMwiHw/B4PAiHwzAajRlJkkqZpJbFgx5CQvTioBUrcVT6z3h3bWsJ/s9KoijKD20ikYDVamWyB9ZlloIgIBgM4vnnn0ddXR1uuOGGqqUZsQzNYLG2wWBAMpmE1+uF2+2GzWbD/v370dLSkvF1yhwjQptQCSpBrI1S3Dar1Qqr1YpEIoFYLIYDBw5AkiSEQiG1RDLdbXM4HKvKJK1WqybcNnLQtEMymSwYaOb3++nlKGeQQNMZuS7aBoMBRqORuUBj4aClUilMTExgZGQEsiyrQqGaNzeW5Z3VFmiyLGNpaQmxWAzj4+O47rrr0N7envH9VpIlKYqfIAi9k89t+z+XH1bdDIPBgPr6etTX16u/L8uy2tsWDAYzXDeTyZSzt63aQkMvQSesnovKSSkljps2bdKEsCdKgwSaDhEEYZU7wdrBqnaJoyRJ8Pl8cLvdsFgs2LZtG6anp9Ha2lq1PSjUgoMmyzLm5+fhcrkQi8VgMBhw0003Zdy8FWEmyzJ+p+6eax9+40jF90YQBKE17rvuS6s+yx62rbht6dUHqVQqw22bmZmBKIpIpVKw2+0ZJZJ1dXWwWCwVeygnB007lFriSPADCbQagXVQiOIiVXomlyRJmJqawsjICEwmE3bv3o2Ojg74/X74fL6KrVsIRSRVex5Z+tqVZHl5GVevXoUoiti+fTtaW1vx0ksvqeJMeVmQSqVwV/0fVXQvBEEQvFJKb5vRaERDQ0NGqJUsy2pvW7pwC4fDMJvNOd22cjhfehBoeupBK5biSAKNL/g/K4lV5HLQtCDQgOJvedaLLMuYnp7GyMgIAGDnzp3YvHmzKohYBnUox87iRlDJFMeVlRW4XC4sLS2hr68PN9xwgzpOQXHKABJmBEEQG6FYb5sgCLDZbLDZbBlVIorbppRITk1NQRRFSJKUt7etVJQydd4Fml4ctGIx+36/nyL2OYMEWo2gV4EmyzJmZ2cxMjKCZDKJHTt2oKura9XbwWo5eLlIn0dWbYFWCWEaDofhcrkwOzuL7u5u7NmzBxaLRf195XhjsRh+r+kTZV2bIAiC2JjbFo1GVadtZWUFU1NTiEQiq9y2+vp6OByOnG6b8hKOd3GjBwdNluWSHDQWLR7E+uH7rCRykkuAsJ5DJghCWfeg9DyNjIwgFoth+/bt2Lp1a96yDdYuliAISCaTVW9GLqeDlj5kevPmzbj55ptXpUYprpkgCCTOCIIgqkwpbpvdbofdbkdbW5v6eTKZzOhtS3fb0uP/lV/KcwbvISF6cNAkSYIsy0UdtIGBgSruitgoJNBqBNYOGlCeoBIlJfDq1asIh8Po7+9HT09P0Qus8vvF3jJVClYlluXoQcs1ZDp7tk96MuPvNnxsQ+sRBEEQ5aMUt81kMqGxsTEjil2WZUQiEbVMUunljkajaiXM2NiYKtryuW1aRg8OmvLim3rQ9AXfZyVRMmazGeFwmOkeNuqgLS8vw+VyYWVlBX19fdi2bVvJF1Zl1ECtxN2XY93sIdO5hnqnCzPqMyMIguCHUtw2h8MBh8Oxym1bWFjA22+/jWQyCZ/PB1EUAUDtbVNSJOvq6irSd14OZFnWRdCJ4gIWEseBQKBqs1+J8kACTYfkKnHUgoO23qj9QCAAl8uF5eVl9Pb2Yv/+/eu64LMs82S1ttFoRDweX9OfSR9RYLVasW/fvlW16yTMCIIg9EepbpvD4YDJZMKuXbsAvOu2KSWSy8vLmJiYQDQahdVqXVUi6XA4mM/kUl5e6sFBK3QMsiyTg8YhfJ+VRMlUew5ZLtZa4hgMBuFyubC4uIienh7s3bs3I4xirdTCPLJc65Y6EDo9CVMQBHVEQb4h0yTMCIIgaoNcwu1z/++7fcbpblt7e7v6eSKRyIj/93q9CIVCAJCzt62abpvyTMS7g1YswRGgFEceIYGmQ7TqoJXqIomiiJGREczNzaG7uxsnTpwoS7gGSweNVXllKcJQlmUsLCzg6tWrSCQSOZMwlfAPSZLeHTJNEARB1Cx/f+r7AL6f8Vm60wZce/ZoamrKEAeyLCMcDquibWlpCV6vF7FYDFarFfX19XA6nWqZpN1ur4jbppQ3snbyNkqpDhoJNL4ggVYjlCOgY6MUc/HC4TBGRkYwMzODLVu25EwJ3AisSxy12IOWPWS6u7t71dtEpU6fHDOCIAiiEKWUSAqCAKfTCafTiY6ODvXzbLdtfHxcdduynba6uroNlybqIcERKC7QRFFEMpkkgcYZJNB0iJYdtFz9UJFIBG63G1NTU+js7MTx48fhcDgqsj6FhFwjGAzi6tWrWFpaQm9vrzpkOh0SZkQt4f7GEWz/zCust0EQuqRYIAmQ222TJCnDbVtYWMDY2Bji8ThsNtsq0bYWt00PCY5AcYHm9/sBgHrQOIP/M5MoCbPZDEmSIEkSsxhck8mUkSQZi8Xg8XgwMTGB9vb2nPHt5V6/1ksciw2ZBqD2mMmyTOKMIAiCqAiluG0Gg0EVX+nE4/EMt21hYQGhUAgGgyGjPLKurg5OpzOngNGTg1aody8QCKChoUEXYrSWoH8tHZLPQQOulRBUe1hy+h6SySTi8ThGR0fh9XrR0tKCo0ePor6+vuLr13KJYzQahcfjgc/nKzhkmgJACIIgCJaU4rZZLBY0NzdnRMdnu21zc3PweDxIJBKw2+2r3DZWc1HLTbHnuuXl5Yz5dgQf8H9mEjkRBEENdgDenQPGUqAJgoBgMIhz586hqakJhw8frupFg3WKYywWq/q6siwjGo3ihRdeKGnINAkzgiAIQmts1G0LBoMZwi0cDkMQBBgMBly5ciVDuPHmqiWTSTidzry/r0Ts8x6GUmuQQKshWAWFJJNJdeCxLMs4dOgQk2ZVk8nERCQpayvNztVAGTLtdrshSRJuvPFGGjJNFGXqpICuc3LxLyQIgtAApbptLS0taGlpUT+TJAkulwuiKMJgMGS4bcqw7fRfVqtVswKnlB406j/jDxJoNUS1g0JSqRS8Xi88Hg+cTid27twJj8fDLEmIdQ9aNdy77CHTu3fvxuXLlzMuziTMCIIgCL1SqttmNBpRV1eHgYEBANfujUpvWzAYRCgUwuzsLMLhsPq16b+cTqcm3DYSaPqEBJpOyS5xBKo3rFqSJExMTMDj8cBqtWLv3r1obW1FKBTC1atXK75+PlgLtEqunW/IdCwWUwM/lK+TZZlmmREEQRA1RS7h9uj5/0f9/4IgwGq1wmq1ZrhtqVQKoVBILZGcmZlRo+uz3bb6+npYLJaqum3FBBrNQOMTEmg1RKUdNEmSMDU1hZGREZhMJlx33XVob29XL1RKUAarJEk9hoQUGzKt/G8ymYQgCOSYEQRBEMT/z18c+HLOz9PdNqPRiIaGBjQ0NKifybKMWCyWkSQ5MzODcDgMs9mcM0myUs89xVIc/X4/hYRwCAk0nZLr7U2letDS3RsA2LlzJzZv3rxqD8oFJJlMrop2rwasHbRyC7RShkwr//27DR8r69oEQRAEoVeK9bYJggCbzQabzYbW1lb182y3bWpqCqFQCKlUKmdv20bdNlmWS3LQdu3ate41CDaQQKshyu2gybKM2dlZuFwuSJKE7du3Z7g32RgMBgiCwEygsU5xLJc4pCHTBEEQBFFdSgkkyee2RaNRVbStrKxgamoKkUgEZrM5Z29bqW5bKpWCLMtFBRo5aPxBAk2n5JuFlj4oer3Isoz5+Xm4XC7E43Fs374dW7duLXpBEQSBWZIkwH+JIw2ZJgiCIAjtUEogiSAIsNvtsNvtaGtrUz9PJpOr3DZRFCFJEpxOZ063LRvlmaZYSAj1oPEHCbQaYqMOmizLWFxchMvlQiQSQX9/f86yumJ7YC2SWPTAKe6dLMtrLmegIdMEQRAEwQ+luG0mkwmNjY0Z7la62xYMBuH3++Hz+RCNRmGxWFaJNkmSYDQaCz5XKHPQCL4ggaZT8jlo6xVHS0tL6syQvr4+9PT0FHxjkw/WLhZwrSSg2gLNZDKpAqpUQZtIJDA6Oorx8XEaMk0QBEEQHLNRty09kMTn8yEUCkGSJADA5cuXc7ptsizD7/ejubm5gkdGVAISaDXEesoL/X4/XC4XAoEAent7ceDAgYJpQZXYQ7lQhFGxxKNKrp1KpYoKNGXI9OjoKOrr63Ho0CEaMk0QBEEQOqRUt23Tpk2rZppOTU1hfHwcNptNddtefPFFfPe738XAwAB2794Nq9WK5eXlomEipfD888/j0Ucfxeuvv47p6Wk89dRTuOuuuwr+meeeew5nzpzBW2+9he7ubnzxi1/EH/3RH21oH7UACbQaYi0ljisrK3C5XFhaWkJPTw+GhobKEuzBssRR6YFjsX4pASnZQ6aHhobQ0tKS4YaSMCMIgiAIfVOq22YwGGCz2dDf369+vnv3buzduxfDw8O4ePEilpaW8NGPfhQAcP3112NoaEj9tXfv3jX1p4VCIQwNDeH06dP44Ac/WPTrR0dH8f73vx+f/OQn8cMf/hC//vWv8YlPfAKbN2/GnXfeWfK6tQgJNJ2Sr8SxmEATRREjIyOYm5tDd3c3BgcHYbVay7YvliWOQOUHRudDEIS8KZKyLGNmZgYulytjyHS2MAOuiTgaMk0QBEEQtYci3BShlssVa2pqwvve9z68733vw+zsLAYGBhAIBDA1NYXh4WG8+eab+NWvfoVHH30U119/PZ5++umS1z916hROnTpV8tc/9thj6Ovrwz/8wz8AuCYeX3zxRfzjP/4jCbQikECrIcxmMyRJyhmSEQ6HMTIygpmZGWzZsgUnTpyAzWYr+x5Yljgq67OchZa+drEh0+lfR5H5BEEQBEH8eP4xJBIJCIKARCJRsG0iEAjAarWirq4Ou3btwq5du/CRj3xE/f14PF7Rvb788su44447Mj6788478ZnPfKai6+oBEmg6JZ+DBlwLn1BcsUgkArfbjampKWzevBnHjx+Hw+Go2L5MJhOi0WjF/v5S1mc1Cy197fQh0/39/ejp6Vl1kSVhRhAEQRAEcM01U16yy7IMURQxPz+PpqYmVWgp7RTKM+Dy8jI2bdqUN+Wx0jNpZ2Zm0NHRkfFZR0cHVlZWEIlEViVSE+9CAk3HCIKglsYB135wjUYjEokEZFlWo9s7Ojpw0003wel0VnxPZrMZoihWfJ18sHbQRFHE+Ph40SHTNMuMIAiCIIinVh5XK2uUVgkl4XnLli3o7e2FwWDI6FFXuHz58ppH+xDagARajWE0GtUes7a2Nhw9ehT19fVVW591Dxqr9cPhMKLRKK5cuYKenp6cvX0kzAiCIAiCUPj0f92DZ599Vo3PNxqNmJ+fh9lsxqFDh9DQ0JDx9Yo4i8Vi+Na3voWvfvWrGBwcZLF1AEBnZydmZ2czPpudnUVDQwO5Z0UggaZj0h00ZaZWPB5HOBzGjTfemDEcsVrUWg9aLBaD2+2Gz+eD2WzG9u3bsWPHjoyvoWRGgiAIgiAUfib+XwDXng8ikQj8fj/Gx8chiiJMJhNisRguXLiA+vp6vPjii7Db7Th48CCuv/56nD9/Hvfddx9kWcYzzzyD48ePM3PRjh49il/+8pcZnz3zzDM4evQok/3wBAk0nZNMJtWZWo2Njaivr0dvby8TcQawjdkHqpfimD5kuqWlBUePHoXb7c7oMyNhRhAEQRBEOoo4UwgEArh69SoaGxuxb98+2O12JBIJiKKIYDCIkZERvPDCCxgdHQVw7dliz549+IM/+AMA18YmleuZT0n6VhgdHcWFCxfQ3NyMnp4e3H///ZicnMQTTzwBAPjkJz+Jb3/72/j85z+P06dP49lnn8W///u/4xe/+EVZ9qNnSKDpGK/XiytXrsDpdGL//v1oaWnB+fPna8rByrV+JVOLCg2ZVo6dhBlBEARBEOlkC7NIJIK3334bwWAQu3btyhi/Yzab0dTUhKamJnzjG9/Az3/+c3zuc5/De97zHpw6dQoLCwtqlP7U1BT6+vowNDSEv/mbv8GePXvWvcfXXnsNt956q/rfZ86cAQDcc889OHv2LKanp+H1etXf7+vrwy9+8Qt89rOfxTe/+U1s3boV3//+9ylivwRIoOkYi8WCvXv3orW1Vf2h1kKJoRJSwsJyN5lMCIfDZf97SxkybTAYkEwmKZmR4IauczKmTlKDOUEQRKXIFmaSJMHr9cLj8aCzsxN79uxRU7izmZ6expkzZ/DCCy/gq1/9Kj7+8Y+vGtWzsLCA4eFhDA8Pb9hJu+WWWzLC57I5e/Zszj/zxhtvbGjdWoQEmo7ZvHnzqkj5UoZVVxKz2ay6R4Vmd1SKcsfspw+ZBlBwyLTRaMSf73u4bGsTBEEQBMEvucoZL1++DFmWsX//fjQ1NeX8c6lUCv/8z/+Mv/7rv8b73vc+XL58GZ2dnTm/trW1Fbfffjtuv/32su+fqBwk0HRMvllolXCQSkWJlE8mk8wEWjlKLGnINEEQBEEQ6yFbmCWTSYyMjGBychK9vb3o6+tb9TyhcPnyZdx3332Ynp7GD37wA7z//e+nKH0dQgKtxmAd0mEwGGAwGDKGZVeTcgg0GjJNEARBEMR6yBZnc3NzeOeddy5u/4UAACAASURBVOBwOHDkyJG8M2mj0Si+9rWv4Vvf+hb++I//GA8//HBVxyQR1YUEmo7J56CxLHFU9sByWPR61w4Gg7h69ao6ZPrAgQOr6sJplhlBEARBENlkCzNlNurS0hJ27tyJrq6unM9tsizjhRdewJ/92Z/B6XTiueeew6FDh8g10zkk0GoM1iEhyh5YCbT1rB0OhzEyMoKZmRl0d3fnHTJNyYwEQRAEQWSTLs5kWYbP58PIyAhaW1tx7NixvBVFS0tL+NKXvoQnn3wSDzzwAD772c/mDQwh9AUJtBpDCw4aS5G4FoGWPmS6s7MTx48fh8PhyPgaEmYEQRAEQeQi2zUTRRGXL19GLBbDnj170NramvPPSZKE//iP/8DnP/95DA0NYXh4GNu3b6/GlgmNQAJNx2i1xJG1g6YIqnwNuLmGTGfXeZMwIwiCIAgiF9nCLJVKqc8V3d3d2L59e96gtPHxcXz2s5/F+fPn8fWvfx1333133ucVQr+QQKsxzGYzJEkqKFCqsQeWAg24lphksVgyfi+VSqmzR7KHTCuQMCMIgiAIIh/Z4mxpaQmXL1+G2WzG4cOH8wZ7JJNJfPe738UjjzyCD33oQ7h8+XJeh43QPyTQdEw+Bw0AsxRFgG2Jo8FggCAIGQJNkiRMTk5iZGQk75BpZZaZJEn4nbp7mOydIAiCIAhtki3M4vE4rl69irm5OezYsQPd3d15Q0CGh4fxqU99CsFgEE899RRuv/12CgGpcUig6RxBEDKmvrOOuQfYljgKgqCuX8qQaYAi8wmCIAiCyE92CMj09DSuXr2KxsZGHD16FHa7PeefC4VC+PKXv4zvfe97+PSnP40vfelLq3rdidqEBFoNwroPzWw2IxQKMVvfYDBgYWEBly5dQiwWw44dO7BlyxYaMk0QBEEQRMn828I/ZbzsDofDePvttyGKInbv3o329va8rtmvf/1rfPrTn0Z7eztefvllDA0NVXPrhMYhgaZzsh00gL1AY1niuLy8jEQiAbfbjR07duQdMq306f1uw8eY7JMgCIIgCG3y8G/+HMFgEC+88ALMZjPq6+shSRICgQDa29tx5MiRvFVKc3NzuP/++/HLX/4SDz/8MO699968gSFE7UICrQZhGdIBsClxDAaDcLlcWFxchNlsxsDAALZu3ZrxNTRkmiAIgiCIQqSXM6ZSKUxPT8Pj8SCVSsHhcGB+fh7z8/NwOp34t3/7N7S2tuLAgQM4ePAgnn76afzVX/0Vjh8/josXL6Knp4fhkRBahnI7axDWDlo1BWI4HMabb76Jl19+GTabDSdOnEB9fX2Gq6gIs1Qqhd+pu4fEGUEQBEEQGfxM/L8Z4iyZTMLlcuHKlSvYunUrTp48iWPHjuG2227DkSNH0NfXB5PJhOeeew5/8id/gt7eXtx7773Yvn079u/fj/Pnz2NsbGxVlVM5+du//VscOnQI9fX1aG9vx1133YUrV64U/XNPPvkkdu3aBZvNhj179uCXv/xlxu/LsowHHngAmzdvht1uxx133KH28xPlgQSazslV+8yyxLBa68diMVy+fBkvvvgiAOD48eO47rrrYLVaM0JCFGH2284/JGFGEARBEMQqshMa5+bm8Jvf/AaiKOLIkSPo7+9X+9gFQYDT6URHRwe+/OUv473vfS8ikQhOnz6Nn/zkJ/jIRz4Cj8eDBx54AAMDA2hqasLJkyfx9ttvl33f586dw7333otXXnkFzzzzDBKJBN773vcWzAH4zW9+g9///d/Hxz/+cbzxxhu46667cNddd+HSpUvq13zta1/Dt771LTz22GN49dVX4XQ6ceeddyIajZb9GGoVYQ3KvXISn6gYyWQSqVQq4zPlIrB7924WW8LKygr+53/+B3fccUfZ/+7sIdMDAwOrZo5cvHgRVqsV/f39JMoY4/7GEdZbILLoOpd5qZ86WTtRz9s/8wrrLRAEoSGyhVk0GsU777wDv9+PnTt3YvPmzXlDQP73f/8X9913H1KpFB577DHcfPPNq75WeZk8PDyMD3zgA2hpaano8czPz6O9vR3nzp3DiRMncn7NRz7yEYRCIfz85z9XPzty5Aj27duHxx57DLIso6urC3/+53+Oz33ucwCAQCCAjo4OnD17Fh/96Ecregw6oeiNlXrQdE6+WWjhcJjBbq6R7mCVa85H+pDpurq6gkOmTSYTzgz9TVnWJQiCIAhCX2QLM1mW4fP54HK50N7ejmPHjqmzVLNZWVnBQw89hCeeeAKf//zn8YUvfCFvYIjVasX+/fuxf//+sh9DLgKBAACgubk579e8/PLLOHPmTMZnd955J376058CAEZHRzEzM5Pxkr2xsRE33ngjXn75ZRJoZYIEWg3COiREGZadSqVgMm3sFMweMr137160trbSkGmCINZM5HdvBADYn3qV8U4IgmBFtjgLBoN4++23EY/HMTQ0lNflkmUZv/jFL3DmzBls374dr732GrNKpVxIkoTPfOYzuOmmmzA4OJj362ZmZtDR0ZHxWUdHB2ZmZtTfVz7L9zXExiGBpnPyOWise9CAa+WI6xVo2UOmd+3ahc7OThoyTRAEQRDEmskWZqlUCh6PB16vFz09Pejv788bhz89PY3Pfe5zOHfuHP7u7/4On/jEJ1bNVmXNvffei0uXLqm9+YS2IYFWg7AOCREEAUajcV0unizLWFhYgMvloiHTBEGUFXLOCKI2yRZni4uLePvtt2E2m3H48OFVvewKqVQKjz/+OB544AHceeedeOutt/D/sXfnYU1d+f/A32Hfd2QP+74FUBDtt2pr67SdsdaZjvY7rdq9M+NWtFqtux3F2jpurdLWinbGurSK39bWttK6O/4gQEEg7MgiQWRNgJCQ3N8fPLnjJQmIskk+r+fhaXNzbzgXMLnve875HDc3t+Fo8oAsXLgQ3333HS5evKixxFBvrq6uqK+v52yrr6+Hq6sr+7x6293nWl9fD4FAMMgt118U0Ma40diDpm7DQANaS0sLiouLIZFI4Ofn1+ci07SW2cPB/QKjV0UoyOhExUEI0U+9g5lcLkdxcTFu376NgIAAeHl56ZwrX1BQgMWLF6O2thZffvklfv/73w/avPrBwjAMFi1ahFOnTuH8+fPw9fXt95jExESkp6dj6dKl7Laff/4ZiYmJAABfX1+4uroiPT2dDWRtbW24fv06/vrXvw7NieghCmh6aKTnoAED68W7e5FpHx8fxMTEsPPY1NQFQFQqFQWzh4j5qevAFKrkSEYOhTNC9NPd4YxhGNTV1aG4uBh2dnaYNGkSzMzMtB4nk8mwfft27Nq1C2+88QY2b96ss4dtpP3973/HkSNHcPr0aVhbW7NzxGxtbWFubg4AmDdvHjw8PLB161YAwJIlSzBlyhR89NFHeOaZZ3D06FFkZmbi008/BdBz43/p0qV4//33ERgYCF9fX6xduxbu7u6YNWvWyJzoGEQBTQ8ZGxtDqVRCpVKN2BhpdSXHvnR0dKC0tBRisRienp549NFHNSohUTAjhNwPCmaE6KfevWbt7e0QiURob29HWFgYxo0bp/U4hmFw+fJlLF68GObm5vj1118RHx8/6nrN7rZv3z4AwNSpUznbDx48iAULFgAAqqqqONeCkyZNwpEjR7BmzRqsXr0agYGBSEtL4xQWWbFiBdrb2/HGG2+gpaUFjzzyCM6ePasz1JKBo3XQ9EBXVxfnsUqlwk8//YRp06bpLP061IRCIZydncHn8zWe6+rqQllZGWpqauDq6oqAgABYWFhw9qFgNnbQWmijy1hfB42CGSH6qXcwU6lUqKysREVFBTw8PBAQEKCzcFlzczPWrl2L48ePY+3atUhKStIYyUPIANA6aKSnO/ruIG5gYAADAwMoFIoRC2jahjgqFApUVlaisrISjo6OSExM1Bg2QMGMEHK/KJwRop96h7OWlhYUFBSAx+MhLi5OY91UNZVKhZMnT2LFihWIjIxETk4OAgIChqPJRM9RQNNTI10o5O4hjr0XmR4/fjzs7e05+9NaZoSQ+0XBjBD91DuYKRQKlJaW4tatW/Dz84O3t7fOqR5VVVV4++23kZmZiY8++ggvvvjiqCudT8YuCmh6oHcPGjDyAc3Y2BhyuRzV1dV9LjINUMl8Qsj9oWBGiP7qXQTk9u3bEIlEsLKyQmJiosbUCbXu7m7s378fmzdvxnPPPYeCggI4OzsPV7MJAUABTW+NZCVHhmHQ2dmJ27dvo6mpiRaZJoQMKgpmhOivpd8ugFKpxNWrV2FtbQ1zc3M0NTWhvb0dwcHBcHNz01rYg2EY5ObmYuHChWhtbcXJkycxffr0UV0EhIxdFND0gLY3l5FYrPruRaY7Ojpgbm6OSZMmaV1kWqVSQaVS4Tmbl4e1jYSQhxuFM0L0k7rHjGEYyGQySCQS1NTUQCwWw9DQEEqlEqWlpaivr4dYLEZ9fT0mTJiAkJAQyGQybNmyBSkpKVi8eDHWrl0LS0vLET4jos8ooOmp4R7i2HuRaRMTE1RXV3PCGS0yTQi5XxTMCNFfdw9n5PF46O7uRkVFBRQKBWJjY+Ho6AiFQgGpVAqJRILLly/j888/R2VlJYyNjWFpaQkDAwO88847mDlzJgwNDYel3RcvXsT27dshFApRV1eHU6dO9bmW2IIFC3Do0CGN7WFhYcjPzwcAbNiwARs3buQ8HxwcDJFINLiNJ0OKApqeGq6Advci097e3uwi0w0NDewQS6rMSAi5XxTMCNFfvYuAKJVKlJWVobq6Gt7e3vD19WXDlrGxMezt7WFvb49FixZh7ty5WLlyJTIzM5GYmAgHBwdcvHgRu3fvhkQiQWhoKGJiYjBjxgz85S9/GZL2t7e3Izo6Gq+88gpmz57d7/67du1CcnIy+7i7uxvR0dF4/vnnOfuFh4fj3Llz7GNdyweQ0Yt+Y3pA2xBHY2NjdHR0DNn37G+RafUQS5VKBaVSSUMZ9VDncwkj3QTyEKNgRoh+6x3O7ty5A5FIBBMTEyQkJMDKykrrcSqVCkeOHMGqVaswadIkpKenw9vbm32eYRhUVVUhJycHOTk5aGpqGrJzeOqpp/DUU0/d8/62trawtbVlH6elpaG5uRkvv8y9hjIyMoKrq+ugtZMMPwpoemqoioR0dXWhvLwc1dXVcHV1xSOPPKJ1kWlDQ0PI5XLMtJw36G0go9/d4cz9AjPmFkMmQ4vCGSH6q3cwk8vlKCoqwp07dxAQEABPT0+dhT1KS0uxZMkSiEQi7N+/H3/605809uXxePD29oa3tzeeffbZITuPwXDgwAFMnz6dEzABoKSkBO7u7jAzM0NiYiK2bt0KPp8/Qq0k94MCmh7Q1YM2mEMcB7rI9P+6/G3Qvjd5+Jifug6AetHIwFAwI0R/9Q5mDMPg1q1bKC4uhoODAxITE2FmZqb1WLlcjj179iA5ORkvvvgiTp48qbHe6sPm1q1b+OGHH3DkyBHO9oSEBKSmpiI4OBh1dXXYuHEj/ud//gc3btzQuC4joxcFND01WFUcaZFp8iDUQc3/1H+3le2cOEKtIaMVBTNC9FvvcNbe3o7CwkJ0dHQgPDwc48aN03ocwzDIzMzEokWL0N3dje+//x6PPvromCidf+jQIdjZ2WkUFbl7yGRUVBQSEhLg7e2N48eP49VXXx3uZpL7RAFNDwxFD5pKpUJtbS1KS0thYmJCi0yTQaPtYpxCm/6icEaI/uodzFQqFSoqKlBZWQkPDw8IBAKdBTDa2tqwadMmpKamYsWKFVi1ahVnLvzDjGEYfPHFF3jppZdgYmLS5752dnYICgpCaWnpMLWODAYKaHrqfuegMQyD+vp6FBcXAwAtMk2GBYW2kTNScwQpmBGi33qHs+bmZhQWFoLH42H8+PGcYhl3YxgGZ86cwbJly+Dr64vMzEyEhYUNR5OHzYULF1BaWnpPPWJSqRRlZWV46aWXhqFlZLBQQNMDunrQlEolVCqVxkLR2jAMg8bGRhQXF6OrqwsBAQHw8PDQucg0rWVGhhqFtrGJghkh+q13MFMoFCgpKUFdXR38/f3B5/N1XrfU1dVh+fLluHDhApKTk/Haa6/d0zXOSJFKpZyerYqKCuTk5MDBwQF8Ph+rVq1CbW0tDh8+zDnuwIEDSEhIQEREhMZrLl++HH/4wx/g7e2NW7duYf369TA0NMQLL7ww5OdDBg8FND1lbGwMoOeNr78u/96LTPP5fI1FHGktMzIa6Lq4p+A2+lEwI4TcHc7UI3aKiopgbW2NxMREjarQakqlEqmpqVi3bh2eeOIJ5Ofnw83Nbbiafd8yMzMxbdo09nFSUhIAYP78+UhNTUVdXR2qqqo4x7S2tuKbb77Brl27tL5mTU0NXnjhBTQ2NsLZ2RmPPPII/vOf/8DZ2XnoToQMOp66gMM9uOcdyegjl8vR+3f9008/YdKkSTrXCum9yLSvry8b7NQomJGHFYU27dwvaL7VD/UQRwpnhOi33r1mnZ2dEIlEaG1tRXBwsNapFGqFhYVYvHgxqqursXfvXvzhD38YE0VAyJjW7x8o9aDpMV2FQvpbZBqgYEYefjREcuRRMCNEv2krAlJdXY2ysjK4uLhg0qRJOotgyGQyfPjhh9i5cydee+01/PDDD7CxsRmOZhMy5Cig6Qkej6fRg9Y7oN3rItMUzMhYRaFteFAwI4T0DmdtbW0oKCiAUqmEQCCAg4OD1uMYhsGVK1ewePFimJqa4pdffkFCQgL1mpExhQKaHlNXcuzu7mbL1qoXe9S2yDRAa5kR/UOhbfBQMCOE9A5mSqUSZWVlqK6uZqdT9J7nrtbc3Iy1a9fi+PHjWLNmDZYtW6Yx9YKQsYACmp7QdmfJ0NAQYrEYhYWFOheZBqhkPiG9UWgbOApnhJAPhKtx69Yt2NjYwMLCAo2NjRCJRDAzM0NCQoLOOfEqlQqnTp3CO++8g8jISOTk5CAgIGCYW0/I8KGApodUKhVu3bqFpqYmGBkZ0SLThAwCCm3aUTAjhByu3Q2JRAKJRIKamhpIJBKoVCoAPQspu7q6siN6ei88XVVVhaSkJGRkZOCjjz7Ciy++OKpL5xMyGCig6Qn1HLT6+nqUlJSAYRg4ODjAwsJCo/SqOpgxDIPnbF4eoRYT8vDT59BGwYwQcvdwRltbWzAMg9raWhQXF8PR0RHOzs6QyWS4ffs2ysrKcOTIEVy6dAkhISGIiIhAR0cHvvzySzz33HMoKCigUvFEb1CZfT1x584d5OXloaurC/7+/vD09ER5eTk6OjoQFRUFgLvItEqlwmzbV0a41YToh9EU2h60zD4FM0IIoDnXTCqVorCwEDKZDCEhIVpvDtfU1ODKlSu4dOkSMjIyUFFRgY6ODnh6eiImJgYCgQAxMTGIiYmBt7f3kBYGuXjxIrZv3w6hUIi6ujqcOnUKs2bN0rn/+fPnOWuaqdXV1cHV1ZV9/PHHH2P79u0Qi8WIjo7Gnj17EB8fPyTnQEYtKrNPevB4PLi6usLb25udfGtkZITu7m5OZUaVSgUejwcDAwONN1cAVCCEkCEwVnraKJwRQrSVzlcXIlMHrd7DGIGe6xRHR0fcuHEDx44dw6JFi7Bu3TooFAr89ttvyM7ORnZ2NtLS0lBQUIBnnnkGp0+fHrLzaG9vR3R0NF555RXMnj37no8rKirilPsfN24c+//Hjh1DUlIS9u/fj4SEBOzcuRMzZsxAUVERZz9CqAdNT6hUKo01z2pra1FdXY3x48ezwUz91RvDMBCLxSgrK4OBgQECAgLg7OwMHo9HoY2QYTIcoe1+etAomBFCAM1w1tTUhMLCQhgaGiIsLEznOmUMw+CXX37BkiVL4OTkhP379yM2Nlbn95HJZGhqaoK7u/ugtl8XHo93zz1ozc3NsLOz07pPQkICJkyYgL179wLouTbz8vLCokWL8O677w5J28moRD1oRJO6x8zU1BQtLS24dOkSbGxsOF/qhSEZhkFjYyNKS0shl8vh7+8PNzc3zgRd6mkjZHiMtp42CmaEEEDzOkChUKCkpARisRh+fn7g8/k6C3s0NDRg9erV+Pbbb7Fp0yYsXLhQaw/b3czMzIYtnA2UQCBAV1cXIiIisGHDBkyePBkAIJfLIRQKsWrVKnZfAwMDTJ8+HdeuXRup5pJRigKanlAXCbl7npmtrS2mTp0KiUSCtrY2tLW14datW+js7ISZmRnMzc0hk8kgl8vh4+PDGR7ZHwpthAyPkQptFM4IIb0/69XFyIqKimBtbY3ExESYm5trPValUuGrr77CqlWrMHHiROTm5sLHx2cYWj003NzcsH//fowfPx5dXV34/PPPMXXqVFy/fh2xsbG4c+cOlEolXFxcOMe5uLhAJBKNUKvJaEUBTU9kZ2ejvr4eUVFRsLa2hqGhITvXzMHBAQ4ODuy+zc3NKCkpQUtLCywsLGBsbIyysjJ27RL1l7W19YAWiKTQRsjwGMrQRsGMEAJofqZ3dnaisLAQEokEwcHBcHFx0VnEo6ysDEuWLEFhYSE++eQT/OlPf3roS+cHBwcjODiYfTxp0iSUlZXhn//8J7788ssRbBl5GFFA0xNXrlzBBx98gNraWgQEBLBVkGJjYyEQCGBpaYnS0lKsXbsWALBhwwZER0fD1NQUQE/XvLqnrbW1FdXV1ZDJZLCwsNAIbf0NTbgbhTZChoeuYHWvwY2CGSEE0F4EpKqqCuXl5XB1dUVkZKTOm7dyuRx79uxBcnIyXnzxRXzzzTewt7cfjmaPiPj4eFy+fBkA4OTkBENDQ9TX13P2qa+v51R5JASgIiF6hWEY1NXVITMzE5mZmRAKhRAKhbh9+zZcXFzQ1NSEuLg4vPXWW3j66adhbm7eZwlbuVzODo1Uf3V1dcHS0lIjtN3r0EhdKLQRMnw6n0tg/9/81PURbAkhZDTpHc5aW1tRWFgIpVKJsLAwnWGLYRhkZmZi0aJFkMvlSElJwaOPPjqkZfIH070UCdHmiSeegLW1NU6ePAmgp0hIfHw89uzZA6An3PL5fCxcuJCKhOiXfv/wKaDpMalUih07dmD79u0IDAxEfHw8KisrIRQK0dzcjLCwME5PW0REBExNTft8Q+3q6tIIbXK5HFZWVpzQZmVlRaGNEEIIeQj0Dmbd3d0oKytDTU0NfHx84Ovrq3OIokQiwaZNm3Dw4EG88847WLVqFczMzIaj2Q9EKpWitLQUABATE4MdO3Zg2rRpcHBwAJ/Px6pVq1BbW4vDhw8DAHbu3AlfX1+Eh4dDJpPh888/x549e/DTTz/h8ccfB9BTZn/+/PlISUlBfHw8du7ciePHj0MkEmnMTSNjGlVxJNp98skn2LhxI/z9/fHdd99hypQp7HPq4QoZGRnIzMzEd999h02bNkEqlbKhLTY2FrGxsQgPD4exsTEb2kxNTeHs7MwuQMkwDCe0NTQ0oKysDN3d3Vp72gYyBp2GRxJCCCFDR9vnbENDA0QiEczMzDBx4kRYWlpqPZZhGHz//fdYtmwZvL29kZmZibCwsKFu8qDJzMzkLDydlJQEAJg/fz5SU1NRV1eHqqoq9nm5XI5ly5ahtrYWFhYWiIqKwrlz5zivMWfOHDQ0NGDdunUQi8UQCAQ4e/YshTOigXrQ9NTatWsxfvx4zJw5856GGKhUKpSXl7OhTSgUIicnBzKZDBEREZzQFhISAiMjI52vyzAMZDKZRk+bUqnU2tP2IBOHKbARQgghA9c7nHV1daGoqAiNjY0IDAyEh4eHzs95sViM5cuX49dff8XWrVvx+uuvP/CoGULGEBriSIaOUqlESUkJG9qysrKQk5MDpVKJqKgozvDIoKCgPouHMAyDzs5OtLW1ccr+q1QqjdBmaWl536GtubkZC7yW3u8pE0IIIWOattL5NTU1KC0thaOjI4KDg9kCYr0plUocOnQIa9euxfTp07Fr165Ru14ZISOIAhoZXt3d3RCJRGwhEnVoMzQ0RHR0NAQCARvaAgIC+ryjxjAMOjo62LCmDm4Mw8Da2lojtPXVE6geS97U1AQfHx/w+XxOYKSeNkIIIfqudziTSqUoKChAV1cXQkND4eTkpPPYwsJCLFmyBFVVVdizZ889j9AhRA9RQCMji2EYKBQKFBQUQCgUIiMjA1lZWcjNzYWpqSkEAgEEAgE7PLKvicbq17s7tKm/AHACm42NDSwsLNDV1YXy8nLU1dXBw8MDfn5+MDExuae2U2gjhBCiD3oHM6VSiYqKCty8eRNeXl7w9/fXeUNVJpPho48+wj//+U+89tpreP/992FjYzMczSbkYUUBjYw+DMNALpcjLy+PU+7/xo0bsLS05AyNjI2NhZeXV7+hrb29nRPYJBIJGIYBwzCwsLCAp6cnnJycYGFh8UB39Ci0EUIIGUuW//AaW6jL2toaSqUSpaWlMDIyQlhYmM6wxTAMrly5gsWLF8PU1BQpKSlISEigXjNC+kcBjTwc1IVDfvvtNza0ZWVlIT8/H/b29oiJieH0tLm7u2sNbTKZDPn5+Whra4O5uTmcnJygUCjY0GZoaKjR02ZmZkahjRBCiF45LT0EuVwOiUQCiUSC1tZWNDU1obu7G4aGhrCzs2OnEzQ1NSEoKIjtRWtubsa6detw7NgxvPfee1i2bNk9j04hhFBAIw8x9XDGnJwcTk+bSCSCs7Mzp6ctOjoa33//PZKTkzF+/Hjs3bsXTk5OnOClUqkglUo5PW1SqRRGRkYac9ootBFCCBmLtBUBEYvFKCoqgq2tLQIDA9Hd3c3O+xaLxZg9ezZMTEzY6o1XrlxBcHAwUlNTERoaOqztv3jxIrZv3w6hUIi6urp+F5A+efIk9u3bh5ycHHR1dSE8PBwbNmzAjBkz2H02bNiAjRs3co4LDg6GSCQasvMgeo0CGhlbGIaBVCpFVlYWG9ouXbqEuro6WFtbIz4+HhMmTMD48eMRExOjEdJ6bi28aQAAIABJREFUUyqVGqGtvb0dRkZGGj1t/S3S3R8KbYQQQkZS73DW0dEBkUgEiUSCkJAQjBs3TuvnnEwmw88//4wDBw6gqqoKKpUKdXV1UCgUiIyMRGxsLHvTNDo6ekgXov7hhx9w5coVxMXFYfbs2f0GtKVLl8Ld3R3Tpk2DnZ0dDh48iA8//BDXr19HTEwMgJ6A9vXXX+PcuXPscUZGRn0WRSHkAVBAI2NXbm4uVq5ciWvXrmHJkiVISEhAXl4eOzyyrKwM3t7enKGRAoEA9vb2/YY29Z1D9X+lUilMTEy0hrYHQaGNEELIUOsdzFQqFW7evIny8nK4ubkhMDAQxsbGWo/t7u7Gp59+ik2bNuHZZ5/FRx99hHHjxkGlUqG0tBTZ2dnIyspCdnY2srOz8X//939ITEwcjtMCj8frN6BpEx4ejjlz5mDdunUAegJaWloacnJyhqKZhPTWb0DTvTAVIaPYkiVL8Omnn+Kvf/0r/vWvf8HR0REA8PTTTwPo6Wlrbm5mK0cKhUIcPHgQlZWV8PX15RQhEQgEsLGxYUObeuy9nZ0d+/3uDm1tbW2or69He3s7TE1NNULbQMbh9/7QBCi0EUIIGTy9P2daW1tRUFAAhmEQGxsLe3t7rccxDIMbN25g4cKFaGpqwokTJ/Dkk0+yn5UGBgYICgpCUFAQ5syZwx4z2qlUKkgkEjg4OHC2l5SUwN3dHWZmZkhMTMTWrVvB5/NHqJVE31EPGnkofffdd4iIiICPj889H8MwDBoaGtihkep12mpraxEQEKAxp83KyqrPnra7x+irvzo6OmBmZqYR2nTdmbxXFNoIIYQMRO9g1t3djdLSUtTW1sLX1xc+Pj46KyR3dHRg69at2LdvHxYuXIj169fD0tJyOJo9IPfTg/bBBx8gOTkZIpEI48aNA9AzbFIqlSI4OBh1dXXYuHEjamtrcePGDVhbWw9V84n+oiGOhPSFYRjU1dWxC2urC5E0NDQgODiYDW3qcfXm5uZ9hjaFQqER2jo7O2Fubs4JbNbW1vcV2lpbW1FSUgKpVIp//v7gg5w6IYSQMUjbyIzbt29DJBLBwsICoaGhOsMWwzD49ddfsXjxYjg6OiIlJQUxMTGjtnT+QAPakSNH8Prrr+P06dOYPn26zv1aWlrg7e2NHTt24NVXXx2s5hKiRgGNkIFiGAY1NTXIyMhge9mEQiGam5sRGhrK6WmLjIzst3iIusz/3V8ymUwjtNnY2MDISPuo487OTpSWluL27dvg8/nw8fHRGvCop40QQvRX73Amk8lQVFTElsl3d3fX+Xl1584drFq1Ct9++y02btyIRYsW6fxMGi0GEtCOHj2KV155BSdOnMAzzzzT7/4TJkzA9OnTsXXr1sFoKiF3o4BGyGBQqVSoqqpiQ5u6EIlUKkVYWBhnTlt4eDiMjY37DG1yuVwjtHV1dcHCwkKj3H9NTQ2qqqrg4uKCgICAAVfHotBGCCFjm7bS+TU1NSgtLYWTkxOCg4N1zo9WqVQ4evQo3n33XSQkJODjjz8e0PSBkXSvAe2rr77CK6+8gqNHj+LZZ5/t93WlUin4fD42bNiAxYsXD1ZzCVGjgEbIUFGpVCgvL+eEtpycHMhkMkRERHBCW0hICIyMjPoMbV1dXZzA1tzcDKVSCQMDAzg4OMDR0ZEdHqleLPR+UWgjhJCxoXc4k0gkKCwshFwuR0hISJ+l4svKyrB06VLk5+dj165deP7553XOSxstpFIpSktLAQAxMTHYsWMHpk2bBgcHB/D5fKxatQq1tbU4fPgwgJ5hjfPnz8euXbswe/Zs9nXMzc1ha2sLAFi+fDn+8Ic/wNvbG7du3cL69euRk5ODgoICODs7D/9JkrGOAhohw0mpVKKkpIQzPDInJwdKpRKRkZHs8Mi4uDgEBQVpDB9RqVRIS0vDuHHjYGBgAB8fHxgZGbEl/1tbW9Hd3Q1LS0tOT5uVlRWFNkII0SO9g5lSqURFRQVu3rwJPp8PPz8/nZ8LCoUCe/bsQXJyMl544QVs27ZNo6rhaHX+/HlMmzZNY/v8+fORmpqKBQsWoLKyEufPnwcATJ06FRcuXNC5PwDMnTsXFy9eRGNjI5ydnfHII4/gH//4B/z9/YfyVIj+ooBGyEjr7u6GSCRiC5GoQ5uBgQGio6PZ0AYAu3btQnV1Nb7++mskJCRo3MlkGEajp62trQ3d3d2wsrLSCG0PeieUQhshhIwu2oqANDY2orCwEMbGxggLC9NZeZBhGAiFQixcuBByuRz79+/HlClTRm0REELGKApoY83HH3+M7du3QywWIzo6Gnv27EF8fLzO/U+cOIG1a9eisrISgYGB2LZtG7tWGNDzZr1+/Xp89tlnaGlpweTJk7Fv3z4EBgYOx+noJYZhoFAoUFBQAKFQiPT0dPz4449obW1FREQE7OzsEB0dzQ6P9PX17TNoMQwDmUymEdqUSiWsra05oc3S0pJCGyGEPKR6hzO5XI7i4mLcvn0bAQEB8PLy0hm2JBIJNm/ejC+++ALLly/H6tWrBzynmRAyKCigjSXHjh3DvHnzsH//fiQkJGDnzp04ceIEioqK2LU87nb16lU8+uij2Lp1K37/+9/jyJEj2LZtG7KyshAREQEA2LZtG7Zu3YpDhw7B19cXa9euRV5eHgoKCuiNe4g1Nzdjy5Yt2Lt3L+bOnYu1a9eiqamJU+7/xo0bsLS05FSOjImJAZ/P7ze0dXZ2aoQ2hmE0QpuFhQWFNkIIGcW0FQGpq6tDcXEx7OzsEBISovMzm2EY/PDDD0hKSgKfz0dKSgrCw8OHo9mEEO0ooI0lCQkJmDBhAvbu3QugZ76Sl5cXFi1ahHfffVdj/zlz5qC9vR3fffcdu23ixIkQCATYv38/GIaBu7s7li1bhuXLlwPoWWfLxcUFqampmDt37vCcmB4SiUSYPHkyYmNj8eGHHyI6OlpjH3XPWG5uLie05efnw87OjhPaYmNj4e7u3m9o6+jo4AQ2iUSiNbRZWlo+8JAXCm2EEPLgeoezjo4OFBYWQiqVIiQkBOPGjdP5fi0Wi/HOO+/gl19+wdatW/H6668/8HxlQsgDo4A2VsjlclhYWODrr7/mlJOdP38+WlpacPr0aY1j+Hw+kpKSsHTpUnbb+vXrkZaWht9++w3l5eXw9/dHdnY2BAIBu8+UKVMgEAiwa9euoT0pPaZSqXDx4sUBj/1Xh6ycnBxOaBOJRHB2dtYIbS4uLn2+PsMwaG9v1whtPB5Pa08bhTZCCBkevYOZSqXCzZs3UV5eDnd3dwQEBGhdD1O976FDh7BmzRo8/vjj2L17N9zd3Yej2YSQ/vV7MTW6VyAkrDt37kCpVMLFxYWz3cXFBSKRSOsxYrFY6/5isZh9Xr1N1z5kaBgYGGDq1KkDPo7H48HS0hKTJ0/G5MmTAfSELKlUiqysLDa0ffPNNygpKYG7uzsb2tTBzcnJiQ1aPB4PVlZWsLKyYj+8VSoVJ7RVV1dDIpHAwMBAI7SZm5sPKLSlSVLR0NCA4uJiGBoaIvmJ/QP+GRBCyFi3Ov1vKCwsZN9zu7u7UVRUBACIi4uDnZ2dzmNFIhGWLFmCyspKHDx4EM8++ywVASHkIUMBjZCHnLq3a8qUKZgyZQqAntDW2tqKrKwsZGRkICsrC1999RVKS0vB5/MhEAjYXraYmBjY29uzH+DqIGZtbQ0PDw8A/w1tra2taGtrQ2VlJaRSKQwNDTmBTb24traLAYlEgqKiIkilUgQEBMDd3R2npYka+1EvGyFEX6VJUtmh6BKJBHV1dRCJRGAYBiYmJnB0dIREIgEAGBoacqo1dnV14aOPPsKOHTvw6quv4syZM7CxsRmpUyGEPAAKaA8JJycnGBoaor6+nrO9vr4erq6uWo9xdXXtc3/1f+vr6+Hm5sbZ5+4hj+Thw+PxYGdnh8ceewyPPfYYgJ7Q1tzcDKFQiIyMDAiFQqSmpqKyshK+vr6coZECgQA2NjZaQ5uaSqWCVCple9oqKioglUphZGTECWympqaorq5GfX09+Hw+oqOjdQ7LAbSXkKbQRggZy+5+37O0tISlpSUMDQ0hFothZ2cHX19fdHd3QyKRoKGhAUKhEC+99BK8vLwQGhoKLy8v/Pjjj7CyskJ6ejomTpw4rL1mFy9exPbt2yEUClFXV4dTp05xpmNoc/78eSQlJSE/Px9eXl5Ys2YNFixYwNlnoJWrCRkraA7aQyQhIQHx8fHYs2cPgJ4LZD6fj4ULF+osEtLR0YFvv/2W3TZp0iRERUVxioQsX74cy5YtAwC0tbVh3LhxVCRETzAMg4aGBnZopHqdttraWgQEBHCGRkZHR8PKyqrPD32lUsmGttbWVjQ2NkIul8PAwAC2trawt7eHjY0NrK2tH7hKKIU2QshY0PumlEwmg0gkQktLC4KCguDm5qbxvqtSqVBZWYkLFy4gLS0NpaWlaG5uRmtrK/z9/dmbbepREs7OzkN6Dj/88AOuXLmCuLg4zJ49u9+AVlFRgYiICLz11lt47bXXkJ6ejqVLl+LMmTOYMWMGgIFXribkIUJFQsaSY8eOYf78+UhJSUF8fDx27tyJ48ePQyQSwcXFBfPmzYOHhwe2bt0KoKfM/pQpU5CcnIxnnnkGR48exZYtWzTK7CcnJ3PK7Ofm5lKZfT2mLt+sXlhbKBQiKysLt2/fRlBQECe0RUVFaRQPUalU+PLLL8Hn82FhYQF/f38YGRlxCpG0t7fDxMREY3ikqanpA7WdQhsh5GGhrXR+dXU1SktLMW7cOAQFBcHExETrsSqVCqdPn8by5csRFhaGffv2ISgoCA0NDcjOzkZWVhb7VVZWhnPnzuHxxx8fjtMCj8frN6CtXLkSZ86cwY0bN9htc+fORUtLC86ePQtg4JWrCXmIUJGQsWTOnDloaGjAunXrIBaLIRAIcPbsWbbIR1VVFafM+qRJk3DkyBGsWbMGq1evRmBgINLS0thwBgArVqxAe3s73njjDbS0tOCRRx7B2bNnhyycDWS4wmeffYbDhw+zb+BxcXHYsmULZ/8FCxbg0CHuh9yMGTPYN3gycDweD+7u7pg5cyZmzpwJoOfCoaamhg1t6enp+OCDD9Dc3IzQ0FA2tBkZGWHfvn24ffs2jhw5gvj4eDa83T2pXT1URx3YxGIxOjo6YGpqqhHadF2gaEPDIwkhD4Pe71USiQQFBQVQKBSIjo6Go6OjzmOrq6uxbNky/Oc//8GHH36IefPmsZ/9zs7OePLJJ/Hkk0+y+7e2to66G67Xrl3D9OnTOdtmzJjBVp2Wy+UQCoVYtWoV+7yBgQGmT5+Oa9euDWtbCRkJ1INGhs1Ahyv85S9/weTJkzFp0iSYmZlh27ZtOHXqFPLz89niFQsWLEB9fT0OHjzIHmdqagp7e/thOy99pVKpUFVVhYyMDKSnp+PUqVNobGxEaGgojI2NER0dzQ6xCQsLg4mJSZ/DIxUKBSe0tbW1obOzE2ZmZhqhra85bPeCQhshZCT0DmZKpRLl5eWoqqoCn8+Hn5+fznXKuru78emnn2LTpk2YOXMmduzYMSqH+t1LD1pQUBBefvllTgD7/vvv8cwzz6CjowPNzc3w8PDA1atXkZj432JSK1aswIULF3D9+vUhPQdChhj1oJHRY8eOHXj99dfx8ssvAwD279+PM2fO4IsvvtA6XOHf//435/Hnn3+Ob775Bunp6Zg3bx673dTUVGehFDJ0DAwM4OjoiOzsbBw+fBh//vOfsXnzZnR1dSEjIwOZmZn45ptvsHbtWshkMkRERLBDI2NiYhAaGgojIyM2tBkbG8PBwQEODg7s91AoFJzAVltbi87OTpibm3MCm7W19YBCG/W0EUKGk7b3nMbGRhQWFsLExATx8fGcIky95eXlYdGiRbhz5w6OHz+OGTNmUOl8QsYwCmhkWAzGcIWOjg4oFArOBTzQUwlq3LhxsLe3x2OPPYb333+/z+EhZHDcvn0bUVFRCAoKwqVLlxAXF8c+FxAQgBdeeAFAzx3ikpISNrR99dVXWLFiBZRKJSIjI9nhkXFxcQgKCoKR0X/floyNjeHo6Mj5fcrlcranrbW1FdXV1ZDJZLCwsNAIbXe/Vn8otBFChkLv9xa5XI7i4mI0NDQgICAAnp6eOsNWR0cHkpOT8cknn+Dvf/871q9fDysrq+Fo9pDSVWVavb6moaHhgCtXEzKWUEAjw+J+FtrubeXKlXB3d+eMW//d736H2bNnw9fXF2VlZVi9ejWeeuopXLt2TecwETI4xo0bh6+//hqTJ0/u806uoaEhQkJCEBISgpdeeglAT2gTiURsaDt06BDefvttGBgYIDo6mlOIJCAggPO7VK8F1Du0qXvZmpubcfPmTXR1dcHS0lIjtA3k74JCGyHkfmkrAnLr1i2UlJTA3t4eiYmJOueGMQyD8+fPY/HixbC3t8elS5cQGxs7ZnrNEhMT8f3333O2/fzzz+xwRhMTE8TFxSE9PZ0dKqlSqZCeno6FCxcOe3sJGW4U0MhDITk5GUePHsX58+c5H2h3LwUQGRmJqKgo+Pv74/z588NWsUqfPfLII/d1nKGhIcLDwxEeHo4FCxaAYRgoFAoUFhYiMzMTGRkZSElJQW5uLkxNTSEQCCAQCNjQ5ufnxymIY2JiAicnJzg5ObHburq62NDW2NiIiooKyOVyWFlZcUKblZXVgEObXC5HWVkZbt26BS8vL7wT+4/7+jkQQsam3uGsvb0dhYWF6OjoQFhYWJ9zx+7cuYP33nsPaWlp2LhxIxYvXjyg0QAjQSqVorS0lH1cUVGBnJwcODg4gM/nY9WqVaitrcXhw4cBAG+99Rb27t2LFStW4JVXXsEvv/yC48eP48yZM+xrJCUlYf78+Rg/fjxbubq9vZ2dJkHIWDa6/8WTMeN+FtpW+/DDD5GcnIxz584hKiqqz339/Pzg5OSE0tJSCmgPER6PBxMTE0RHRyM6OhqvvvoqGIaBXC5HXl4eW+5/9+7duHHjBiwtLRETEwOBQMAWIuHz+ZzQZmpqCmdnZ3b9H4ZhOKGtoaEBZWVl6O7u1trTdvdrqalUKtTU1KCsrAx2dnaYOHEiLC0tqaeNEAJAM5ip1yurqKiAh4cHBAKBzrClUqlw7NgxvPvuu5gwYQJyc3Ph6+s7HM1+YJmZmZg2bRr7OCkpCQAwf/58pKamoq6uDlVVVezzvr6+OHPmDN5++23s2rULnp6e+Pzzz9k10ID+K1cTMpZRFUcybAa60DYAfPDBB/jHP/6BH3/8ERMnTuz3e9TU1IDP5yMtLY0tEU/GDoZhIJPJkJuby4Y2oVCI/Px82NnZcYZGxsbGwt3dXWvQ6v16dxciaWtrg1Kp1Ohp6+rqQklJCYCeCmR399bdKwpthIxN2m7StLS0oKCgADweD2FhYbC1tdV5fHl5OZYuXYobN25g586d+POf/9znexch5KFGC1WT0WOgC21v27YN69atw5EjRzB58mT2daysrGBlZQWpVIqNGzfij3/8I1xdXVFWVoYVK1ZAIpEgLy/vgRc9Jg8HhmHQ0dGBnJwcTmgTiURwdnbmhLaYmBi4urr2OY+DYRh0dnayYa2lpQVtbW1gGAZmZmZwdHSEra0tbGxsYGlp+cAXURTaCHm49Q5nCoUCpaWluHXrFvz8/ODt7a3zfUKhUGDv3r3YunUrXnjhBWzbtk2jEBbpn6enJ1avXo2//e1v7LarV69i+vTpKCwshLe39wi2jhANFNDI6LJ37152oWqBQIDdu3cjISEBADB16lT4+PggNTUVAODj44ObN29qvMb69euxYcMGdHZ2YtasWcjOzkZLSwvc3d3x5JNPYvPmzTQEQs8xDAOpVIqsrCxOaCspKYGbm5tGaHN2dtYIbY2Njfj1119hb28PNzc3uLu7c4KbRCIBwzCwtrbm9LRZWlo+8ER+Cm2EjH7aioDcvn0bIpEIVlZWCA0NhYWFhdZjGYZBVlYWFi5cCJlMhpSUFEyZMmXMFAEZbn/84x9hY2PDronKMAwSEhLwxBNP4B//oDnCZNShgEbIYPr444/ZgBkdHY09e/YgPj5e676pqakak5lNTU0hk8nYxwzDYP369fjss8/Q0tKCyZMnY9++fQgMDBzS89BHDMOgtbUVWVlZyMjIQFZWFrKyslBaWgo+n8/OZ4uKikJOTg52794NgUCAo0ePal2fSN1z13t4JI/H0whtFhYWFNoIGUN6h7POzk6IRCK0trYiODi4z556iUSC999/HwcOHMCyZcvw3nvv6azmSO7N9u3bcejQIdy4cQMAcPjwYaxcuRIlJSVjYlkCMuZQQCNksBw7dgzz5s3D/v37kZCQgJ07d+LEiRMoKirSWpErNTUVS5YsQVFREbuNx+Nxeve2bduGrVu34tChQ/D19cXatWuRl5eHgoIC+sAeBgzDoLm5GUKhEBkZGfjxxx/xn//8B2ZmZggKCoKXlxfi4uIQGxsLgUAAGxubPoOWSqXSCG0SiQQ8Ho8T2NRr/VBoI+Thoq3XrKqqCmVlZXBxcUFgYCBMTEy0HsswDM6ePYukpCR4enoiJSUFERERw9HsMe/SpUuYOnUqWltbwePxEBwcjI0bN+LVV18d6aYRog0FNEIGS0JCAiZMmIC9e/cC6LkY9/LywqJFi7QWOUlNTcXSpUvR0tKi9fUYhoG7uzuWLVuG5cuXAwBaW1vh4uKC1NRUzhICZGhVVVVh5cqV+O6777Bq1Sq8+OKLyM/PR2ZmJjIzM5GVlYXa2loEBARwqkcKBAJYWVn1G9ra29s1QpuhoaFGaDMzM6PQRsgo9cXNHbC2tmYDWFtbGwoLC6FQKBAWFtbn3DGxWIwVK1bg3Llz2LJlC958801aq3MQdXR0wNbWFunp6Th37hy+/fZbCIVCKrRCRqt+P+ipzD4h90Aul0MoFGLVqlXsNgMDA0yfPh3Xrl3TeZxUKoW3tzdUKhViY2OxZcsWhIeHA+hZJ0YsFnMW3ra1tUVCQgKuXbtGAW2YfP3115g/fz7+9Kc/oaioCO7u7gAAPp+Pp556CkBPmK6rq2MD2+XLl7F7927U19cjODiYM6ctKiqKM6TRwMAA1tbWsLa2hoeHB4Ce0CaVStnAVlFRAalUCiMjI43hkQMNbVTyn5DBtTNvAxvGOjs7YWZmBgMDA3R2dmLcuHGIioqCubm51mNVKhUOHz6M9957D4899hhu3LgBT0/PYT6Dsc/CwgKRkZH45ptv8Nlnn+H777+ncEYeahTQCLkHd+7cgVKp1Cg+4uLiApFIpPWY4OBgfPHFF4iKikJrays+/PBDTJo0Cfn5+fD09IRYLGZfo/drqp8jQ2/ChAn45Zdf2GI12vB4PLi7u2PmzJns8g0Mw6CmpoYNbenp6fjggw/Q3NyM0NBQTmiLjIyEqakpJ7SpA5iaUqnkhLby8nK0t7fDyMhIo6ft7te6FxTaCBk4bf9uxGIx+57v4OAAiUSCy5cvw9TUFBcvXkRrayvi4uKQmJgImUyGJUuWoKKiAl988QVmzZo1IkVABjJ3eurUqbhw4YLG9qeffppdRHrBggU4dIj7s5kxYwbOnj07+I0fgIkTJ2LPnj149tlnMXXq1BFtCyEPigIaIUMkMTERiYmJ7ONJkyYhNDQUKSkp2Lx58wi2jNzN29v7vkow83g8eHl5wcvLC8899xyAnrvlVVVVyMjIQGZmJs6cOYPNmzdDKpUiLCyME9rCw8NhYmLCXrAZGhrC1taWs1aSUqmERCLhLK4tlUphYmKiNbQNxGnpIahUKlRXV6O8vBwODg5YN3nHgH8OhIxFvcNZV1cXiouLcefOHQQEBMDT05P9t6tQKCCRSFBYWIisrCx8++23qKmpgbGxMdzc3PC///u/MDAwQG1tLTw8PIY1pB07dgxJSUmcudMzZszQOXf65MmTkMvl7OPGxkZER0fj+eef5+z3u9/9jq2YCGBULGsTHR0NY2NjbN++faSbQsgDozlohNwDuVwOCwsLfP3115g1axa7ff78+WhpacHp06fv6XWef/55GBkZ4auvvkJ5eTn8/f2RnZ0NgUDA7jNlyhQIBALs2rVr0M+DDD+VSoXy8nI2tAmFQuTk5KCzsxMRERGchbVDQ0NhZGTU5wVc79DW1taG9vZ2mJqaaoQ2XcUKgJ4LL3UBm+DgYDg6OmrsQ71sRN9oKwJy69YtFBcXw8HBAcHBwToLODEMg2vXrmHRokUwNTXFG2+8AblcjuzsbAiFQhQWFsLR0RFxcXF48skn8fbbbw/5+Qx07nRvO3fuxLp161BXVwdLS0sAPT1oLS0tSEtLG9K2D9S0adMQGxuLjz76aKSbQkh/aA4aIYPBxMQEcXFxSE9PZwOaSqVCeno6Fi5ceE+voVQqkZeXh6effhoA4OvrC1dXV6Snp7MBra2tDdevX8df//rXoTkRMuwMDAwQEBCAgIAAvPDCCwB6/hZKS0vZ0Hb06FGsXLkSSqUSkZGRbE9bXFwcgoKCYGT037dqQ0ND2NnZwc7Ojt3W3d3NCW11dXXo6OiAmZmZRmjr7u5GcXExmpqa4OfnBy8vL51zNWhoJNEnvf/e29vbUVBQAJlMhoiICDg7O+s8tqWlBevWrcNXX32F1atX45133tG4QdLR0YHffvsNWVlZUKlUQ3IOd7vfudN3O3DgAObOncuGM7Xz589j3LhxsLe3x2OPPYb3339f602eoaZSqdDQ0IADBw6gpKTknm+WEjLaUQ8aIffo2LFjmD9/PlJSUhAfH4+dO3fi+PHjEIlEcHFxwbx58+Dh4YGtW7cCADZt2oSJEyciICAALS0t2L59O9LS0iAUChEWFgagp8x+cnIyp8x+bm4uldnXQ0qlEiKRiA1tWVlZyMnJgYGBAaKjoznDIwMCAvqtAKcedqUOba2trewafGZmZnBzc4ODgwOsra2xatDMAAAgAElEQVRhbGz8QG2n0EYeZr2DmUqlQkVFBSorK+Hp6Ql/f3/OTZK7MQyD06dPY/ny5QgJCcH+/fsRFBQ0HM3u161bt+Dh4YGrV69yhtuvWLECFy5cwPXr1/s8/v/9v/+HhIQEXL9+nTNn7ejRo7CwsICvry/KysqwevVqWFlZ4dq1a8NemfL8+fN47LHHEBISgoMHD/Y5l5iQUYR60AgZLHPmzEFDQwPWrVsHsVgMgUCAs2fPskU+qqqqOD0Rzc3NeP311yEWi2Fvb4+4uDhcvXqVDWdAzwdle3s73njjDbS0tOCRRx7B2bNnKZzpIUNDQ4SHhyM8PBwLFiwAwzBQKBQoLCxEZmYmMjIykJKSgtzcXJiamiI6Opot9x8bGws/Pz/O35+xsTEcHBxgZ2eHnJwcAIC1tTXc3NygUqnYnjaZTAZzc3ONnjZdF6TaUE8beRhp+7ttbm5GYWEheDwexo8fz5kT2ltNTQ2WLVuGq1ev4sMPP8T8+fPHVOXAAwcOIDIyUqOgyN0VhiMjIxEVFQV/f3+cP38ejz/++LC2cerUqcPSG0nIcKMeNEL0jL5U9BqLGIaBXC5HXl4e28smFAqRl5cHS0tLzhptsbGxaG5uRlJSEmpqanDu3Dnw+XyN+W1yuZwzn62trQ1dXV2wtLTUKPn/oHfHKbSR0aJ3OFMoFCgpKYFYLIafnx/4fL7OsKVUKvHZZ59h48aN+P3vf48dO3ZoVOMdDR5k7nR7ezvc3d2xadMmLFmypN/v5ezsjPfffx9vvvnmoLSdkDGOetAIIf+lTxW9xiIejwdTU1OMHz8e48ePB9AT2mQyGXJzc9kiJMnJySgoKIChoSFiY2Px5z//Gb/99hsMDAzg4eHBufA0MTGBk5MTnJyc2G1dXV1sWGtqakJlZSXkcjksLS05gc3a2npAoY162shI01YEpL6+HkVFRbC2tkZiYqLONc0A4MaNG1i0aBEaGhpw9OhR/O53vxuR0vn34kHmTp84cQJdXV148cUX+/0+NTU1aGxshJub26C0mxBCPWiE6BV9quiljxiGwb///W+sWLECfn5+eO2119Da2gqhUAihUAiRSAQnJyfOfLbY2Fi4urr2e5Epk8k0etq6u7s1QpuVlRX1tJFRqXc46+zshEgkQmtrK4KDg/v8d9DZ2Ynk5GR8/PHH+Nvf/oYNGzbAyspqOJr9QAY6d1rtf/7nf+Dh4YGjR49ytkulUmzcuBF//OMf4erqirKyMqxYsQISiQR5eXl0c46Qe0M9aISQHvpQ0UuflZWVYf78+aisrMSOHTswZ84czsUmwzCQSqXIyspie9pOnjyJkpISuLm5cUJbTEwMnJ2dOcebmZnBzMyM7WllGIbT09bQ0ICysjJ0d3fDyspKI7QNZG4O9bSRwaStCEh1dTXKysrg4uKCyZMn6yyUwzAMLly4gMWLF8POzg6XLl1CbGzsqO01622gc6cBoKioCJcvX8ZPP/2k8XqGhobIzc3FoUOH0NLSAnd3dzz55JPYvHkzhTNCBhH1oBGiJ/Shopc+a2howN69e/HOO+/c8519hmHQ1taGrKwsZGRkQCgUIisrC6WlpeDz+Zz5bDExMbC3t+/zwlQ93LJ3T5tSqdSYz2ZpafnABRUotJG+aAv6bW1tKCgogFKpRGhoKBwcHHQef+fOHbz33ntIS0vDhg0bsGTJkgEVzyGEEB36vcNDAY0QPfGgAe3NN9/EtWvXkJub2+d+6gW4z507N+wVvciDYxgGzc3NEAqFnNBWWVkJX19fTk+bQCCAra1tv6Gts7NTI7QxDKMR2iwsLO47tKlUKlRVVWFJxPr7PXUyhvQOZ93d3SgrK0NNTQ18fHzg4+Oj8waSSqXC8ePHsXLlSowfPx6ffPIJfH19h6PZhBD9QEMcCSE9nJycYGhoiPr6es72+vp6uLq69nlse3s7jh49ik2bNvX7ffz8/ODk5ITS0lIKaA8hHo8HBwcHPPHEE3jiiScA9ISshoYGCIVCTsn/mpoaBAQEaIQ2KysrNrTxeDxYWFjAwsKC/TtjGAYdHR1sWKutrYVIJNIa2iwtLfsdTtbU1ASRSAQAOFj1T41eEepp0x/aes0aGhogEolgZmaGhISEPnuYKyoqsHTpUuTm5mL37t2YM2fOmCqdTwh5OFAPGiF6JCEhAfHx8dizZw+AnjvFfD4fCxcu7LNISGpqKt566y3U1tb2O7espqYGfD4faWlpmDlz5qC2n4weDMOgrq4OmZmZbMn/rKwsiMViBAcHc0JbVFQULCws+u1pa29v5/SySSQS8Hg8rT1tPB4PXV1dKC4uRkNDQ7+l0Xuj0Db29A5nXV1dKCoqQmNjIwIDA+Hh4aHzb1ChUODjjz/Gli1bMGfOHHzwwQc0j5YQMlRoiCMh5L+oohcZSgzDoKamhg1t6uqRzc3NCA0N5YS2iIgImJmZ9RnaVCqVRmiTSqXg8XgwMTGBTCaDjY0NAgMDYWdn98CFGyi0PZy0lc6vra1FSUkJHB0dERwcrPO9iGEYZGdnY+HChejo6EBKSgqmTp360BQBIYQ8lCigEUK49u7dyy5ULRAIsHv3biQkJADoWZjax8cHqamp7P5FRUUICQnBTz/9xA55U+vs7MSsWbOQnZ2tUdFrNC7cSoafem5YRkYGG9qysrIgkUgQFhbGKfcfHh4OExOTPi+OGxsbUVhYCKVSCRsbG3R1dUEqlcLQ0JDTy2ZjY9NvALwXFNpGt97hTCqVorCwEDKZDCEhIXB2dtZ5rFQqxebNm3HgwAEkJSVhzZo1MDMzG+omE0IIBTRCCCGji0qlQnl5OSe05eTkoLOzExEREZzQFhoaCiMjI9TU1GDZsmUwNzfHhg0b4O3tzQ5nVKlUkEqlGj1tRkZGGqHN1NSUQtsYsP7iEs7v1cjICDdv3kRlZSU8PT3h7++vs+IiwzA4e/YskpKS4OnpiZSUFERERAzzGRBC9BgFNELI2HLx4kVs374dQqEQdXV1OHXqFGbNmtXnMefPn0dSUhLy8/Ph5eWFNWvWYMGCBZx9Pv74Y7ZnMTo6Gnv27OEsJ0CGllKpRGlpKRvasrKykJ2dDYVCAU9PT9TV1SEiIgKrV6/GtGnT+i13rlQqtYY2ExMTraHtQVFoGx4nW7+ARCLh/F7b29sB9KzR5eLiAmdnZ51hXCwWY+XKlfj555+xZcsWvPnmm7QcCCFkuFFAI4SMLT/88AOuXLmCuLg4zJ49u9+AVlFRgYiICLz11lt47bXXkJ6ejqVLl+LMmTOYMWMGgJ65efPmzcP+/fuRkJCAnTt34sSJEygqKmIXZibD7/Lly3j99dfR3NyMRx99FDU1Nfjtt9/A4/EQFRXFmdMWGBjY74W2UqnUenFvamqqUYiEQtvo03s4o0KhQHFxMcRiMTw8PGBubg6JRAKJRAKpVIpPPvkEbW1tiIyMRFxcHO7cuYPt27fjsccew+7du+Hp6TlCZzKwG0Kpqal4+eWXOdtMTU0hk8nYxwzDYP369fjss8/Q0tKCyZMnY9++fQgMDBzS8yCE3BcKaISQsYvH4/Ub0FauXIkzZ87gxo0b7La5c+eipaUFZ8+eBdBT3XLChAnYu3cvgJ4hc15eXli0aFGf1S3J0GhoaMC7776Lo0ePYvXq1Vi+fDlMTU3BMAwUCgUKCwvZcv9ZWVnIzc2FiYkJBAIBZ3FtPz+/fqs6dnd3a4S2jo4OmJmZaYQ2ExOTBz43Cm0Dp60IiFgsRnFxMWxsbBASEgJzc3POPkqlElevXsXly5dx/fp1FBQUoLa2Fra2tpg0aRLi4uLYL09Pz2EtCjLQG0KpqalYsmQJioqK2G08Ho8zz3fbtm3YunUrDh06BF9fX6xduxZ5eXkoKCigeXWEjD60DhohRL9du3YN06dP52ybMWMGli5dCgCQy+UQCoVYtWoV+7yBgQGmT5+Oa9euDWtbSY9//etfaGpqQn5+Pnx8fNjt6uqN0dHRiI6OxquvvgqGYSCXy5GXl8cOjdyzZw/y8vJgYWHBrs2mDm29S/EbGRnB3t4e9vb27DaFQsEJbbdu3UJnZyfMzMw0hkcaGxsP6Ny0rdNFoU233j+vzs5OFBYWQiKRIDg4GC4uLlrDlaGhIeLj43HlyhVcuXIFCxYswJo1a1BZWclWFz19+jTy8/Ph5OSE559/nr1BM9R27NiB119/ne0V279/P86cOYMvvvhC5w0hHo+nc71KhmGwc+dOrFmzBs8++ywA4PDhw3BxcUFaWhrmzp07NCdCCBkyFNAIIWOaWCzWqCjp4uKCtrY2dHZ2orm5GUqlUus+6sWPyfBaunQp3n777Xval8fjwdTUFOPHj8f48eMB9FywymQy5ObmskVItm/fjvz8fNjZ2UEgEHAKkXh4eHBCm7GxMRwcHDgLXisUCk4vW01NDWQyGczNzTmBzdramkLbIOj9M1FXAy0rK4ObmxsiIyN1/pwZ5v+3d+dBUV1pG8CfTmvLorYQdiKLIqgoNIsg4ESYUHGLFctKRlMpBXUyE0tUZIxKSgFHcR+DiguuyFQSFEdxvklkNBgkiUKkEZVNQUEFAXFhaRAw3f39QXHHlk1U1jy/Ksp4Ofd6TqSs+/RZXjVSUlKwZMkSiEQinD17Fp6enhCJRDA1NYWHh4fQtra2FlevXoVCoejU8TR51Q+EFAoFLC0toVKp4OzsjA0bNsDe3h5A4zLu0tJSjQ+ipFIp3N3dcenSJQY0ol6IAY2IiHqU111uJhKJoK2tDXd3d6GEhFqtRm1tLTIyMoTQtn79euTm5sLAwEBjP5uzszNMTEw0+tG/f3+8/fbbGsWLGxoahJm2yspK3Lt3D3V1ddDR0WkW2to71KRJUw2vwP/zh76+Puzs7IQlar+H0NZSWK2srEROTo4QTp6f7WypbWhoKL7++msEBwdjxYoVbS5N1dHR0Qhsne3hw4cd/kDIzs4Ohw8fhoODAyorK7Ft2zZ4enoiKysL77zzDkpLS4VnvPjMpu8RUe/CgEZEfZqJiQnKyso0rpWVlWHw4MHQ1taGWCyGWCxusU1rS4qo9xGJRNDV1YWXlxe8vLwANIYhhUKB9PR0IbSdPHkSeXl5MDU11QhtTk5OMDQ01AhtEomkxdDWNMv25MkT3LlzB/X19dDV1W0W2l481KS6uho5OTmor6/HmDFjmtXwejG89LXA9uL4fvvtN+Tn56O4uBhWVlawtrZudU+hWq3Gv//9byxfvhy2trZIT0+HnZ1dV3S703l4eGiESE9PT4waNQpRUVFYt25dN/aMiDoLAxoR9WkeHh74/vvvNa6dO3dOeOGRSCRwcXFBYmKicNiISqVCYmIiAgICury/1HVEIhEGDRqEiRMnYuLEiQAaX/SrqqqQnp6Oy5cvQy6XIzY2Fvn5+bCwsNDYz+bk5AQ9Pb1moc3AwAAGBgbCtbq6OmGm7dGjRygoKEBDQwMGDhyIwYMHQ1dXF1VVVXjw4IEQRF7m6Pe+sjSypXGUl5cjJycH2traGD9+PHR1dVu9v7i4GEFBQbh48SK2bt0Kf3//dg+H6S4GBgav/YFQ//794eTkhPz8fAAQ7isrK4OpqanGM2Uy2RvqORF1JQY0IupVFAqF8GICNO6/yMjIgL6+PiwsLBAcHIzi4mLExMQAAD7//HNERkZixYoVmD9/Ps6fP4/jx4/ju+++E54RFBQEPz8/uLq6ws3NDREREaipqWl2tDX1fSKRCFKpFD4+PvDx8QHQGNqePHkCuVwuhLbo6GgUFhbCyspKY2mkTCaDVCrVCG1aWlrQ0tISZsTUajXq6+tRWVmJ0tJSjZ/n8vJy1NfXa8y0dSRs9LbQ9mJ/6+rqcOPGDTx+/Bi2trYwMzNrdcmrUqnEgQMHsHbtWnzwwQfIzs5utsyvp3kTHwgplUpcv34dU6dOBQBYW1vDxMQEiYmJQiCrqqpCamoqFi5c2DkDIaJOxWP2iahXSUpKEl6cn+fn54fo6Gj4+/ujsLAQSUlJGvcsW7YM2dnZeOedd7BmzZpmhaojIyOFukQymQw7d+4U9i8RvUitVqO8vBxyuRxpaWnCCZJFRUWwsbHRWB4pk8kwcOBAjaBx8+ZNxMXFwcvLC7a2tjAxMUF9fb3GQSRVVVVQKpXCTFvT18CBA197hqi7Q1tLR+cXFRUhPz8fBgYGsLW1bbMWXVZWFgICAvDgwQPs3r0bU6ZM6dKj8l/HsWPH4Ofnh6ioKOEDoePHjyM3NxfGxsaYO3cuzM3NsXHjRgDA3//+d4wfPx42NjaoqKjA1q1bER8fD7lcjtGjRwNoPGZ/06ZNGsfsX7t2jcfsE/VMrINGRNRTJScnY+vWrZDL5SgpKWm3ptvJkyexd+9eZGRkoL6+Hvb29ggLCxMKbgNAWFgY1q5dq3GfnZ0dT6TsAk31uZoCm1wuR3p6OkpLS2FnZwcnJyc4ODjg5s2b+PbbbzFlyhQcOnSo1SCiVqvx9OlTjcBWXV0NlUrVLLTp6ur2itDW0gyfQqFAdnY26uvrMWrUKI3loS96+vQpNm/ejMjISCxcuBBr167FwIEDO7PLnaKtD4S8vb1hZWWF6OhoAMCyZctw8uRJlJaWQk9PDy4uLli/fj2cnJyE5zUVqt6/fz8qKiowYcIE7NmzB7a2tt0xPCJqGwMaEVFPdebMGfzyyy9wcXHBzJkz2w1ogYGBMDMzg4+PD4YMGYIjR45g27ZtSE1NFV7WwsLCcOLECfzwww/Cff369WvzpZc6T9PMUFpaGk6ePIn4+HiIxWLo6elBV1dXY6Zt7Nix0NLSanMmqOk0yhdDm1qtblZYW1dX97Vnld5kaHsxnCmVShQUFODOnTsYOnQohg8f3ureO7VajeTkZCxevBhSqRRRUVFwcXHpNbNmRETPYUAjIuoNRCJRuwGtJfb29pg1axZCQkIANAa0+Ph4ZGRkdEY36RU8fPgQK1euxLFjxxAaGoolS5agpKQEly9f1phpq66uxujRozX2tNnb20MikXQ4tFVVVQmHoDwf2nR0dLo8tLU0a/b48WNkZ2ejf//+GD16NAYNGtTq/Y8ePcLq1atx8uRJhIaGIjAw8KXLFhAR9UDt/iPMf+GIiHoplUqF6upqjYLKAJCXlwczMzNoaWnBw8MDGzduhIWFRTf18vft5s2b8PT0hJeXF7KysmBpaQkAsLKygpWVFT7++GMAjX+Xt2/fFg4hOXXqFEJCQvD06VOMGTNGI7SNGjUK/fr1E4JWUwkBXV1d4RQ/lUqlEdru3buH6upqiEQijcDWVG6iI6GtIweRvNi2oaEBeXl5KCsrg42NDYYOHdrqn61SqRAXF4eVK1fCxcUFV69exbBhw166n0REvRVn0IiIeoBXmUHbsmULNm3ahNzcXBgZGQFoXDapUChgZ2eHkpISrF27FsXFxcjMzGxzloI6h0qlwo8//oj33nuvw/cqlUrk5+cLM23p6em4cuUKfvvtN4wdO1ZYHuni4gI7OzuIxeI2g5ZKpUJNTU2z5ZFisbhZaGtvqWVHNe3Pu3HjBqRSKUaOHAltbe1W2xcUFGDZsmW4evUqvvrqK8yePbvHHp1PRNRBXOJIRH3Dt99+i/nz5+P27dvCLMG8efMgl8vx008/QSqVdnMPX09HA9o333yDzz77DKdPn4avr2+r7SoqKmBpaYnt27djwYIFb6q71E2USiVyc3M1QtvVq1chEong4OCgsadtxIgR7dZTU6lUUCgUGqFNoVCgX79+zZZHvmpoq62tRU5ODhQKBUaOHAkjI6NWn/Ps2TPs2bMH4eHhmDVrFrZs2aJRCJyIqA9gQCOivkGtVkMmk+Hdd9/Frl27EBoaisOHDyMlJQXm5ubd3b3X1pGAFhsbi/nz5yMuLg7Tpk1rt/24cePg6+srHNtNfYdarcazZ8+Qk5ODtLQ0XL58Genp6bh27RokEglkMplGce1hw4a1OxOlVCqbhbaamhr069ev2UzbgAED2lyieOfOHdy+fRtmZmawsbFB//79Wx3HlStXEBAQgNraWkRFRcHb25uHgBBRX8Q9aETUN4hEIoSHh+Ojjz6CiYkJdu3ahZ9++qlPhLOOaJpJjI2NfalwplAocOvWLcyZM6cLekddTSQSQSKRwNHREY6OjliwYAHUajUaGhqQmZkpHEKya9cuXL9+HTo6OnB2doajo6MQ2iwtLTVCm1gshlQq1ZiVViqVqK6uFgLbgwcPUFNTA4lE0mJoq6ysRHZ2NtRqNVxcXDBkyJBWx6BQKLB+/XocPHgQy5Ytw+rVq9tc/khE1NdxBo2IehVnZ2dkZWXh7NmzmDhxYnd357UoFArk5+cDAJycnLB9+3b4+PhAX18fFhYWCA4ORnFxMWJiYgA0Lmv08/PDjh07MHPmTOE52trawsv08uXLMX36dFhaWuL+/fsIDQ1FRkYGsrOzYWho2PWDpB5BrVajrq4O165dE0KbXC5HVlYWpFKpxtJIZ2dnmJubv9RM2/OhrWmmTSwWQ6lUCj/HUqkUEomkxT6dPXsWgYGBMDc3R1RUFMaOHdtZ/wuIiHoKLnEkor4jISEBM2fOFGYHRo4c2d1dei1JSUnw8fFpdt3Pzw/R0dHw9/dHYWEhkpKSADQWsL1w4UKr7QFg9uzZSE5OxqNHj2BoaIgJEyYgPDwcw4cP78yhUC/UdDx/RkaGRmjLzc2FgYFBs9BmYmLS5pLDe/fu4fbt25BIJDAwMEBdXR2qqqpQW1uL3NxcnDlzBo6OjnBzc8OIESOwbds2/Pe//0V4eDgWLlzY7n65zrR7926hcLSjoyN27doFNze3FtseOHAAMTExyMzMBAC4uLhgw4YNGu39/f1x9KjmCZaTJk1CQkJC5w2CiHoLBjQi6hvS09Ph7e2NqKgoREdHY/DgwYiLi+vubhGA5ORkbN26FXK5HCUlJe3upWstmJaUlMDExET4fUdemunNUKvVUCgUSE9PFwKbXC7HzZs3YWpqKoS2puBmaGiIgoICBAQEQCwWIyoqCqamphpB7tmzZ7h+/bpQny8zMxNlZWXQ0dGBj48P3n33Xbi6usLZ2bnNpZCd5dixY5g7dy727dsHd3d3REREIC4uDjdu3BBOR33ep59+Ci8vL3h6ekJLSwubN2/GqVOnkJWVJSy59vf3R1lZGY4cOSLcN2DAAOjp6XXZuIiox2JAI6Ler7CwEB4eHli6dClWrVqF1NRUeHh4IC0tDc7Ozt3dvd+9M2fO4JdffoGLiwtmzpz50gHtxo0bGDx4sHDdyMhIWFbX0Zdm6jxqtRpVVVVIT08X6rSlp6cjPz8f+vr6ePr0KWQyGT7//HNhiW5LM203b97EkiVLcOvWLYSHh8Pc3BxyuRxpaWlIS0vDnTt3YGNjA1dXV4SHh3dZzTN3d3eMGzcOkZGRABoPNxk6dCgWL16MVatWtXu/UqmEnp4eIiMjMXfuXACNAa2iogLx8fGd2nci6pUY0Iiod3v8+DE8PT3h7e2Nffv2CdenTZsGpVLJJUM9zMucRtkU0J48edLqjMnrvjRT57p27RoWLFiA4uJiTJ06FU+ePEF6ejoKCwthZWXVrLB2dHQ0tm3bBj8/P2zYsKHFv/fy8nIhsP31r3/tkj2TDQ0N0NHRwYkTJzR+Zv38/FBRUYHTp0+3+4zq6moYGRkhLi4OH3zwAYDGgBYfHw+JRAI9PT388Y9/xPr161kygIgAnuJIRL2dvr4+cnNzm13/7rvvuqE39CbJZDLU19djzJgxCAsLg5eXF4DGl2a5XI7g4GCh7VtvvQVfX19cunSpu7pLAJ4+fYp169YhIiICS5cuxZo1a6CjowOgcabt+ZB1+fJlREVFoaioCGZmZjh79iw8PT1b3cdmaGiIyZMnY/LkyV02nocPH0KpVMLY2FjjurGxcYv/7rRk5cqVMDMz06hHOHnyZMycORPW1ta4desWvvzyS0yZMgWXLl3q1r12RNQ7MKAREVGXMjU1xb59++Dq6or6+nocPHgQ3t7eSE1NhbOz8xt5aabOceXKFfz4449ISUmBg4ODxvdEIhGMjIwwZcoUTJkyBUBjaEtLS8PQoUM19hf2FZs2bUJsbCySkpKgpaUlXJ89e7bw32PHjoWDgwOGDx+OpKQkvPfee93RVSLqRRjQiIioS9nZ2cHOzk74vaenJ27duoWvvvoK//znP7uxZ9QeT09PXLx48aULSItEIowbN66Te/XqDAwMIBaLUVZWpnG9rKys3UC5bds2bNq0CT/88EOzsPqiYcOGwcDAAPn5+QxoRNSutoucEBERdQE3NzehJtzrvDRT53vZcNYbSCQSuLi4IDExUbimUqmQmJgIDw+PVu/bsmUL1q1bh4SEBLi6urb75xQVFeHRo0cwNTV9I/0mor6NAY2IiLpdRkaG8PL6qi/NRK8iKCgIBw4cwNGjR5GTk4OFCxeipqYG8+bNAwDMnTtXYz/k5s2bsWbNGhw+fBhWVlYoLS1FaWkpFAoFgMYC9F988QVSUlJQWFiIxMREfPjhh7CxscGkSZO6ZYxE1LtwiSMREb0WhUIhzH4BQEFBATIyMqCvrw8LCwsEBwejuLgYMTExAICIiAhYW1vD3t4edXV1OHjwIM6fP4+zZ88KzwgKCoKfnx9cXV3h5uaGiIgIjZdmojdl1qxZKC8vR0hICEpLSyGTyZCQkCDsgbx7965Q/gEA9u7di4aGBnz00UcazwkNDUVYWBjEYjGuXbuGo0ePoqKiAmZmZnj//fexbt06DBgwoEvHRkS9E4/ZJyKi19Ja4Wk/Pz9ER0fD398fhYWFSEpKAtC4PGz//v0oLi6Gjo4OHBwcEBIS0uwZkZGRQqFqmUyGnTt3wt3dvSuGRERE1FlYB42IiIiIiKiHaDegcQ8aERHRc5KTkzF9+nSYmZlBJBIhPj6+zfb+/v4QiUTNvuzt7YU2YWFhzb4/cuTIziZ181sAAAcxSURBVB4KERH1QgxoREREz6mpqYGjoyN27979Uu137NiBkpIS4evevXvQ19fHxx9/rNHO3t5eo93PP//cGd0nIqJejoeEEBERPef5QssvQyqVQiqVCr+Pj4/HkydPmh1o0q9fP5YJICKidnEGjYiI6A06dOgQfH19YWlpqXE9Ly8PZmZmGDZsGD799FPcvXu3m3pIREQ9GQMaERHRG3L//n2cOXMGf/7znzWuu7u7Izo6GgkJCdi7dy8KCgrwhz/8AdXV1d3UUyIi6qm4xJGIiOgNOXr0KIYMGYIZM2ZoXH9+yaSDgwPc3d1haWmJ48ePY8GCBV3dTSIi6sE4g0ZERPQGqNVqHD58GHPmzIFEImmz7ZAhQ2Bra6tR4Jsa7d69G1ZWVtDS0oK7uzt+/fXXNtvHxcVh5MiR0NLSwtixY/H9999rfF+tViMkJASmpqbQ1taGr68v8vLyOnMIRESvhQGNiIjoDbhw4QLy8/NfakZMoVDg1q1bMDU17YKe9R7Hjh1DUFAQQkNDkZ6eDkdHR0yaNAkPHjxosf3FixfxySefYMGCBbhy5QpmzJiBGTNmIDMzU2izZcsW7Ny5E/v27UNqaip0dXUxadIk1NXVddWwiIg6hIWqiYiInqNQKISZLScnJ2zfvh0+Pj7Q19eHhYUFgoODUVxcjJiYGI375syZg7y8PKSkpDR75vLlyzF9+nRYWlri/v37CA0NRUZGBrKzs2FoaNgl4+oN3N3dMW7cOERGRgIAVCoVhg4disWLF2PVqlXN2s+aNQs1NTX4z3/+I1wbP348ZDIZ9u3bB7VaDTMzM/ztb3/D8uXLAQCVlZUwNjZGdHQ0Zs+e3TUDIyL6HxaqJiIi6oi0tDQ4OTnByckJABAUFAQnJyeEhIQAAEpKSpqdwFhZWYl//etfrc6eFRUV4ZNPPoGdnR3+9Kc/4e2330ZKSgrD2XMaGhogl8vh6+srXHvrrbfg6+uLS5cutXjPpUuXNNoDwKRJk4T2BQUFKC0t1WgjlUrh7u7e6jOJiLobAxoREdFzvL29oVarm31FR0cDAKKjo5GUlKRxj1QqRW1tLT777LMWnxkbG4v79++jvr4eRUVFiI2NxfDhwzt5JMDGjRsxbtw4DBo0CEZGRpgxYwZu3LjR7n3dsa/r4cOHUCqVMDY21rhubGyM0tLSFu8pLS1ts33Trx15JhFRd2NAIyIi6qMuXLiARYsWISUlBefOncOzZ8/w/vvvo6amptV7uK+LiKh7MaARERH1UQkJCfD394e9vT0cHR0RHR2Nu3fvQi6Xt3rPjh07MHnyZHzxxRcYNWoU1q1bB2dnZ2FfmFqtRkREBFavXo0PP/wQDg4OiImJwf379xEfH//KfTUwMIBYLEZZWZnG9bKyMpiYmLR4j4mJSZvtm37tyDOJiLobAxoREdHvRGVlJQBAX1+/1Tbdta9LIpHAxcUFiYmJwjWVSoXExER4eHi0eI+Hh4dGewA4d+6c0N7a2homJiYabaqqqpCamtrqM4mIuhsLVRMREf0OqFQqBAYGwsvLC2PGjGm1XXfu6woKCoKfnx9cXV3h5uaGiIgI1NTUYN68eQCAuXPnwtzcHBs3bgQALF26FBMnTsQ//vEPTJs2DbGxsUhLS8P+/fsBACKRCIGBgVi/fj1GjBgBa2trrFmzBmZmZs2KiRMR9RQMaERERL8DixYtQmZmJn7++efu7kqrZs2ahfLycoSEhKC0tBQymQwJCQlCGLx79y7eeut/i388PT3xzTffYPXq1fjyyy8xYsQIxMfHawTQFStWoKamBn/5y19QUVGBCRMmICEhAVpaWl0+PiKil8E6aERERH1cQEAATp8+jeTkZFhbW7fZ1sLCAkFBQQgMDBSuhYaGIj4+HlevXsXt27cxfPhwXLlyBTKZTGgzceJEyGQy7Nixo9PGQUTUB7AOGhER0e+VWq1GQEAATp06hfPnz7cbzgDu6yIi6m7isLCwl2370g2JiIio+y1atAhff/01Tpw4ATMzMygUCigUCojFYvTv3x9A476uX3/9VTj0w9zcHKtXr4auri709fURGRmJY8eO4dChQzAyMoJIJIJSqcSGDRswevRoNDQ0YMmSJaitrcWuXbvQrx93TxARtWFtew24xJGIiKiPEolaXklz5MgR+Pv7A2gszG1lZSUU4gYaC1WvXr0ahYWFGDFiBLZs2YKpU6cK31er1QgNDcX+/fuFfV179uyBra1tZw6HiKgvaHeJIwMaERERERFR1+AeNCIiIiIiot6CAY2IiIiIiKiHYEAjIiIiIiLqIRjQiIiIiIiIeoiOnIXb7oY2IiIiIiIienWcQSMiIiIiIuohGNCIiIiIiIh6CAY0IiIiIiKiHoIBjYiIiIiIqIdgQCMiIiIiIuohGNCIiIiIiIh6CAY0IiIiIiKiHoIBjYiIiIiIqIdgQCMiIiIiIuoh/h/XnNRwrAV/SAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "from devito import Grid, TimeFunction\n",
    "\n",
    "# First we need two time-dependent data fields, both initialized with the hat function\n",
    "grid = Grid(shape=(nx, ny), extent=(2., 2.))\n",
    "u = TimeFunction(name='u', grid=grid)\n",
    "init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n",
    "\n",
    "v = TimeFunction(name='v', grid=grid)\n",
    "init_hat(field=v.data[0], dx=dx, dy=dy, value=2.)\n",
    "\n",
    "plot_field(u.data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the two `TimeFunction` objects we can again derive our dicretized equation, rearrange for the forward stencil point in time and define our variable update expression - only we have to do everything twice now! We again use foward differences for time via `u.dt` and backward differences in space via `u.dxl` and `u.dyl` to match the original tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "U update:\n",
      "Eq(u(t + dt, x, y), (-dt*h_x*u(t, x, y)*v(t, x, y) + dt*h_x*u(t, x, y - h_y)*v(t, x, y) - dt*h_y*u(t, x, y)**2 + dt*h_y*u(t, x, y)*u(t, x - h_x, y) + h_x*h_y*u(t, x, y))/(h_x*h_y))\n",
      "\n",
      "V update:\n",
      "Eq(v(t + dt, x, y), (-dt*h_x*v(t, x, y)**2 + dt*h_x*v(t, x, y)*v(t, x, y - h_y) - dt*h_y*u(t, x, y)*v(t, x, y) + dt*h_y*u(t, x, y)*v(t, x - h_x, y) + h_x*h_y*v(t, x, y))/(h_x*h_y))\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from devito import Eq, solve\n",
    "\n",
    "eq_u = Eq(u.dt + u*u.dxl + v*u.dyl)\n",
    "eq_v = Eq(v.dt + u*v.dxl + v*v.dyl)\n",
    "\n",
    "# We can use the same SymPy trick to generate two\n",
    "# stencil expressions, one for each field update.\n",
    "stencil_u = solve(eq_u, u.forward)\n",
    "stencil_v = solve(eq_v, v.forward)\n",
    "update_u = Eq(u.forward, stencil_u, subdomain=grid.interior)\n",
    "update_v = Eq(v.forward, stencil_v, subdomain=grid.interior)\n",
    "\n",
    "print(\"U update:\\n%s\\n\" % update_u)\n",
    "print(\"V update:\\n%s\\n\" % update_v)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then set Dirichlet boundary conditions at all sides of the domain to $1$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = grid.dimensions\n",
    "t = grid.stepping_dim\n",
    "bc_u = [Eq(u[t+1, 0, y], 1.)]  # left\n",
    "bc_u += [Eq(u[t+1, nx-1, y], 1.)]  # right\n",
    "bc_u += [Eq(u[t+1, x, ny-1], 1.)]  # top\n",
    "bc_u += [Eq(u[t+1, x, 0], 1.)]  # bottom\n",
    "bc_v = [Eq(v[t+1, 0, y], 1.)]  # left\n",
    "bc_v += [Eq(v[t+1, nx-1, y], 1.)]  # right\n",
    "bc_v += [Eq(v[t+1, x, ny-1], 1.)]  # top\n",
    "bc_v += [Eq(v[t+1, x, 0], 1.)]  # bottom"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And finally we can put it all together to build an operator and solve our coupled problem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Operator `Kernel` run in 0.01 s\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "from devito import Operator\n",
    "\n",
    "# Reset our data field and ICs\n",
    "init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n",
    "init_hat(field=v.data[0], dx=dx, dy=dy, value=2.)\n",
    "\n",
    "op = Operator([update_u, update_v] + bc_u + bc_v)\n",
    "op(time=nt, dt=dt)\n",
    "\n",
    "plot_field(u.data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Excellent, we have now a scalar implementation of a convection problem, but this can be writen as a single vectorial equation:\n",
    "\n",
    "$\\frac{d U}{dt} + \\nabla(U)U = 0$\n",
    "\n",
    "Let's now use devito vectorial utilities and implement the vectorial equation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from devito import VectorTimeFunction, grad\n",
    "\n",
    "U = VectorTimeFunction(name='U', grid=grid)\n",
    "init_hat(field=U[0].data[0], dx=dx, dy=dy, value=2.)\n",
    "init_hat(field=U[1].data[0], dx=dx, dy=dy, value=2.)\n",
    "\n",
    "plot_field(U[1].data[0])\n",
    "\n",
    "eq_u = Eq(U.dt + grad(U)*U)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now have a vectorial equation. Unlike hte previous case, we do not need to play woth legt/right derivatives\n",
    "as the automated staggering of vectorial function takes care of it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\left[\\begin{matrix}\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\frac{\\partial}{\\partial x} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} + \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} \\frac{\\partial}{\\partial y} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} + \\frac{\\partial}{\\partial t} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)}\\\\\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\frac{\\partial}{\\partial x} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} \\frac{\\partial}{\\partial y} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + \\frac{\\partial}{\\partial t} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)}\\end{matrix}\\right] = 0$"
      ],
      "text/plain": [
       "Eq(Vector(U_x(t, x + h_x/2, y)*Derivative(U_x(t, x + h_x/2, y), x) + U_y(t, x, y + h_y/2)*Derivative(U_x(t, x + h_x/2, y), y) + Derivative(U_x(t, x + h_x/2, y), t), U_x(t, x + h_x/2, y)*Derivative(U_y(t, x, y + h_y/2), x) + U_y(t, x, y + h_y/2)*Derivative(U_y(t, x, y + h_y/2), y) + Derivative(U_y(t, x, y + h_y/2), t)), 0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eq_u"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we set the nboundary conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = grid.dimensions\n",
    "t = grid.stepping_dim\n",
    "bc_u = [Eq(U[0][t+1, 0, y], 1.)]  # left\n",
    "bc_u += [Eq(U[0][t+1, nx-1, y], 1.)]  # right\n",
    "bc_u += [Eq(U[0][t+1, x, ny-1], 1.)]  # top\n",
    "bc_u += [Eq(U[0][t+1, x, 0], 1.)]  # bottom\n",
    "bc_v = [Eq(U[1][t+1, 0, y], 1.)]  # left\n",
    "bc_v += [Eq(U[1][t+1, nx-1, y], 1.)]  # right\n",
    "bc_v += [Eq(U[1][t+1, x, ny-1], 1.)]  # top\n",
    "bc_v += [Eq(U[1][t+1, x, 0], 1.)]  # bottom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We can use the same SymPy trick to generate two\n",
    "# stencil expressions, one for each field update.\n",
    "stencil_U = solve(eq_u, U.forward)\n",
    "update_U = Eq(U.forward, stencil_U, subdomain=grid.interior)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we have the update (stencil) as a vectorial equation once again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle \\left[\\begin{matrix}\\operatorname{U_{x}}{\\left(t + dt,x + \\frac{h_{x}}{2},y \\right)}\\\\\\operatorname{U_{y}}{\\left(t + dt,x,y + \\frac{h_{y}}{2} \\right)}\\end{matrix}\\right] = \\left[\\begin{matrix}\\frac{- dt h_{x} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + dt h_{x} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y - h_{y} \\right)} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + dt h_{y} \\operatorname{U_{x}}{\\left(t,x - \\frac{h_{x}}{2},y \\right)} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} - dt h_{y} \\operatorname{U_{x}}^{2}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} + h_{x} h_{y} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)}}{h_{x} h_{y}}\\\\\\frac{dt h_{x} \\operatorname{U_{y}}{\\left(t,x,y - \\frac{h_{y}}{2} \\right)} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} - dt h_{x} \\operatorname{U_{y}}^{2}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} - dt h_{y} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + dt h_{y} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\operatorname{U_{y}}{\\left(t,x - h_{x},y + \\frac{h_{y}}{2} \\right)} + h_{x} h_{y} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)}}{h_{x} h_{y}}\\end{matrix}\\right]$"
      ],
      "text/plain": [
       "Eq(Vector(U_x(t + dt, x + h_x/2, y), U_y(t + dt, x, y + h_y/2)), Vector((-dt*h_x*U_x(t, x + h_x/2, y)*U_y(t, x, y + h_y/2) + dt*h_x*U_x(t, x + h_x/2, y - h_y)*U_y(t, x, y + h_y/2) + dt*h_y*U_x(t, x - h_x/2, y)*U_x(t, x + h_x/2, y) - dt*h_y*U_x(t, x + h_x/2, y)**2 + h_x*h_y*U_x(t, x + h_x/2, y))/(h_x*h_y), (dt*h_x*U_y(t, x, y - h_y/2)*U_y(t, x, y + h_y/2) - dt*h_x*U_y(t, x, y + h_y/2)**2 - dt*h_y*U_x(t, x + h_x/2, y)*U_y(t, x, y + h_y/2) + dt*h_y*U_x(t, x + h_x/2, y)*U_y(t, x - h_x, y + h_y/2) + h_x*h_y*U_y(t, x, y + h_y/2))/(h_x*h_y)))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "update_U"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We finally run the operator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Operator `Kernel` run in 0.01 s\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NBVAL_IGNORE_OUTPUT\n",
    "op = Operator([update_U] + bc_u + bc_v)\n",
    "op(time=nt, dt=dt)\n",
    "\n",
    "# The result is indeed the expected one.\n",
    "plot_field(U[0].data[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from devito import norm\n",
    "assert np.isclose(norm(u), norm(U[0]), rtol=1e-5, atol=0)"
   ]
  }
 ],
 "metadata": {
  "@webio": {
   "lastCommId": null,
   "lastKernelId": null
  },
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "widgets": {
   "state": {},
   "version": "1.1.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
